{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "# ICEBERG structural elucidation demo with candidates from PubChem\n",
    "This notebook serves as a demo that applies ICEBERG to structural elucidation with candidates from PubChem. You should feel free to change the data and configurations to your own setting."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/roger/miniforge3/envs/ms-main/lib/python3.9/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "%load_ext autoreload\n",
    "%autoreload 2\n",
    "\n",
    "import copy\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import ms_pred.common as common\n",
    "from ms_pred.dag_pred.iceberg_elucidation import candidates_from_pubchem, iceberg_prediction, load_real_spec, load_pred_spec, elucidation_over_candidates, plot_top_mols, explain_peaks, modi_finder, load_global_config"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "91821cf8b10033d2",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/mnt/c/Users/runzh/OneDrive/Documents/2023/ms-pred\n"
     ]
    }
   ],
   "source": [
    "%cd ~/ms-pred"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "01543244",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "source": [
    "## Global configs\n",
    "Please modify the configs in `configs/iceberg/iceberg_elucidation.yaml` accordingly. If your hostname is ``server1``, create a new entry named ``server1``, and specify all the parameters as shown in the example."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6cd97d69f63dc6e0",
   "metadata": {
    "collapsed": false,
    "jupyter": {
     "outputs_hidden": false
    }
   },
   "outputs": [],
   "source": [
    "config = load_global_config()"
   ]
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Specify configurations\n",
    "If there's something specific to change in the global configuration, please specify here"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [],
   "source": [
    "local_config = copy.deepcopy(config)\n",
    "local_config['nce'] = True  # nce is used instead of eV values in the MS/MS file for collision energy\n",
    "local_config['merge_spec'] = True  # merge spec for visualization"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1800x600 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1800x600 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1800x600 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1800x600 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": "<Figure size 1800x600 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "unknown_spec_path = 'data/exp_specs/clinical/csf_unknown.ms'\n",
    "unknown_spec = load_real_spec(unknown_spec_path, real_spec_type='ms', **local_config)\n",
    "# unknown_spec is a dictionary:\n",
    "#   collision_energy_1: spec (2d-array)\n",
    "#   collision_energy_2: spec (2d-array)\n",
    "#   ...\n",
    "for ce, spec in unknown_spec.items():\n",
    "    common.plot_ms(spec, 'Unknown MS/MS', f'{ce} eV')"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Get candidates"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "'number of candidates 60'"
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "smiles = candidates_from_pubchem('C10H21N5O3')\n",
    "f'number of candidates {len(smiles)}'"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Run ICEBERG prediction\n",
    "The following line of code will generate a .tsv for all candidates and call ``pred_smis.py``. All intermediate results will be cached in your temporary directory (``result_path``). If the same task has been run before, the cached result will be loaded."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [],
   "source": [
    "result_path, pmz = iceberg_prediction(smiles, [10, 20, 30, 40, 50], adduct='[M+H]+', **local_config)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Rank candidates by entropy similarity"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[CSF unknown] Found target mol at 1/60, ent_dist=0.503\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": "<IPython.core.display.Image object>"
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# if you already know the real smiles, you can specify it here (retrospective). Otherwise, it could be None\n",
    "real_smi = r'C(C[C@@H](C(=O)O)NC(=O)CCCN)CN=C(N)N'\n",
    "\n",
    "# Compare spectrum similarity for elucidation\n",
    "topk_results = elucidation_over_candidates(result_path, unknown_spec_path, precursor_mass=pmz, mol_name=\"CSF unknown\", real_smiles=real_smi, **local_config)\n",
    "\n",
    "# Plot top results\n",
    "img = plot_top_mols(topk_results)\n",
    "img"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Visualize and compare ICEBERG predictions\n",
    "Peaks marked by green are matched by 5ppm, and the ICEBERG-predicted fragment structures and m/z values are visualized. You can check manually if the structure is a reasonable match to the spectrum of unknown. The spectra are merged from 5 collision energies when plotting (you can also plot them separately by setting ``merge_spec=False`` in config)."
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [],
   "source": [
    "def visualize_compare_preds(top_i):\n",
    "    plt.figure(figsize=(3, 2), dpi=400)\n",
    "    fig = explain_peaks(result_path, unknown_spec_path, pmz, topk_results[top_i][0], num_peaks=9, axes=plt.gca(), **local_config)\n",
    "    plt.title(f'entropy similarity={1-topk_results[top_i][1]:.2f}')"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Top-1 prediction"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x800 with 1 Axes>",
      "image/png": "iVBORw0KGgoAAAANSUhEUgAABHEAAAO8CAYAAADOOSilAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjQuMywgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/MnkTPAAAACXBIWXMAAD2EAAA9hAHVrK90AAEAAElEQVR4nOzdd1hT1/8H8HfYS0AEFRVEBcU9cQ/cW5x1j1bratVWq61fbbXV2lZbtXXUrVXrbB24RcUFThQnigPEgZOtbM7vD36kxtxAQsIIeb+eJ4/m3HvP+dzckPHJGTIhhAARERERERERERVqRgUdABERERERERER5YxJHCIiIiIiIiIiPcAkDhERERERERGRHmASh4iIiIiIiIhIDzCJQ0RERERERESkB5jEISIiIiIiIiLSA0ziEBERERERERHpASZxiIiIiIiIiIj0AJM4RERERERERER6gEkcIiIiIiIiIiI9wCQOEREREREREZEeYBKHiIiIiIiIiEgPMIlDRERERERERKQHmMQhIiIiIiIiItIDTOIQEREREREREekBJnGIiIiIiIiIiPQAkzhERERERERERHqASRwiIiIiIiIiIj3AJA4RERERERERkR5gEoeIiIiIiIiISA8wiUNEREREREREpAeYxCEiIiIiIiIi0gNM4hARERERERER6QEmcYiIiIiIiIiI9ACTOEREREREREREeoBJHCIiIiIiIiIiPcAkDhERERERERGRHmASh4iIiIiIiIhIDzCJQ0RERERERESkB5jEISIiIiIiIiLSA0ziEBERERERERHpASZxiIiIiIiIiIj0AJM4RERERERERER6gEkcIiIiIiIiIiI9wCQOEREREREREZEeYBKHiIiIiIiIiEgPMIlDRERERERERKQHmMQhIiIiIiIiItIDTOIQEREREREREekBJnGIiIiowJ08eRIymUzp5u3tXdCh6SU3NzfJxzM8PFyjejZs2CBZz4gRI/IkbkPi7e0t+diePHmyoEMjIqJCzKSgAyAiIiIiIiLtJCQkwM/PD35+frhx4wYePHiAuLg4JCcnw8bGBo6OjvD09ISXlxc6d+4MLy+vgg7ZIPE6kbaYxCEiIiIiItJTL168wE8//YT169cjLi5Ocp+YmBjExMTg/v372L9/P2bNmoXq1atjypQpGD58OIyMCv8ADZlMludtNGvWDGfPns2Tug3lOlHeYxKHiAzO4sWLERMTo1T+xRdfwN7ePt/jISIiyq3g4GDs2bNHqbxOnTro2bNnvsdD+Wv16tWYOnUqYmNjNT721q1b+OSTT7B8+XJs2rQJnp6eeRAhAbxOpFtM4hCRwVm8eDEePXqkVD5ixAgmcYiISK8EBwfj+++/VyofPnw4kzhFWHp6OsaOHYs1a9ZoXdfly5fRqFEjbNu2DZ07d9ZBdJSF14nyAvtjERERERER6QkhBD7++GOdJAayxMXFoVevXjhy5IjO6jR0vE6UV5jEISIiIiIi0hNz587Fpk2bVG4vW7YsZs+ejYCAALx8+RLx8fEIDw/H7t27MXjwYJiYSA/GSE5ORr9+/RAaGppXoRsUXifKKxxORUREREREpAcCAgIwe/Zsldu//PJL/Pjjj7C0tFQot7GxQfny5dGzZ0/MnDkTAwcORHBwsNLx8fHx6N+/Py5duqQyiVDYJCYm6qwuXU0czOtEeYk9cYiIiKjAeXt7QwihdDt58mRBh6aXwsPDJR9PNze3gg6N/t/Jkyclr5G3t3dBh0aFVHp6OsaPH4+MjAzJ7YsWLcLChQuVEgMf8vT0xJkzZ9CsWTPJ7cHBwVi6dKnW8eYXCwsLnd3MzMy0jofXifIakzhERERERESF3KZNm3D9+nXJbSNHjsQXX3yhdl02NjbYtWsXnJ2dJbd///33iI+Pz02YBo/XifIakzhERERERESFmBAC8+fPl9xWsmRJ/PbbbxrXmd1xMTExWLFihcZ1GjpeJ8oPTOIQEREREREVYidOnEBISIjktmnTpsHOzi5X9Q4cOBDVq1eX3Pbnn39CCJGreg0VrxPlByZxiIiIiIiICrHNmzdLlltYWGDUqFFa1T1hwgTJ8rCwMAQEBGhVt6HhdaL8wKmsiYqQkJAQHD9+HOfPn0doaCgiIiIQHx+PpKQkWFpawsHBARUqVEDdunXh7e2NTp06wcLCosDiffz4Mfbs2YNTp07h1q1beP78ORISEmBrawsnJyc4OzujZcuW6NSpExo1aqSzFQMKq1evXuHw4cPw9/dHSEgIwsPDERcXh5SUFJQoUQIVK1bEt99+i86dO2tU74MHD3D48GEEBgYqPC9SUlJgZWWF4sWLo0KFCqhZsyZatGiBTp06wdbWNo/OMmcZGRk4c+YMDhw4gCtXriA0NBTR0dFITEyEtbU1ypQpg+rVq6NNmzbo3bs3SpcuXWCxFkVCCJw7dw6BgYEIDg7GrVu3EBUVhbi4OMTHx8PU1BRWVlawtLREqVKlUL58eZQvXx61atVCo0aN4OnpqXd/qw8fPoSvry9Onz6N27dv48WLF0hISIClpSVKlCiBWrVqoVWrVhg8eDBKlSqlUd1CCFy4cAF79+5FUFAQ7ty5g5iYGCQnJ8PJyQmlS5dG3bp10bNnT7Rr1w7m5uZ5dJaFU2JiIs6fP48rV64gJCQEd+7cwbNnz+TPNyEELC0t4eTkhHLlyqFmzZpo1KgROnbsCCcnpwKNXQiB8+fP48iRIwgKCsLdu3fx6tUrvH37Fubm5ihTpgzq1auHrVu3FmicpP8yMjLg6+srua1bt2657t2RpV+/fpgwYQJSU1OVtu3atQvNmzfXqn5DwetE+UYQkV5LTEwUK1asEDVr1hQANLrZ2tqKiRMniqdPn2odR1hYmGQb5cuXV9r39u3bom/fvsLIyEjtWKtWrSr27duncVz+/v4aPy7q3mbNmpVt2+XLl5c8LiwsTGG/u3fvisGDBwszM7Mc21y0aJFa552eni527twpGjdurPF5WVhYiMGDB4sbN25o/HhLUXUNWrVqpbBfRkaGWLNmjXB3d1c7VlNTUzFkyBARHh6eq9hq1KghWe/MmTN1cObKHj16pPJ5f/bs2TxpU12xsbFi1qxZokKFClr9XdjZ2YlBgwaJ3bt3i6SkpAI5F1WxfSg4OFh069ZNyGQytc7NxMREjBs3TkRFReUYQ0ZGhti8ebOoUqWK2o+ds7Oz2LJlS148JLm2fv16yViHDx+e6zpDQ0PF3LlzRYsWLdR63ZO6GRkZia5du4rjx4/n+7mmpaWJFStWiMqVK6v196BrrVq10upvNLvb+y5fviy5j0wmE/fu3dP5eQkhxJw5cyTb9PDwEBkZGXnSpj64cOGCymu2YcMGnbTRsmVLyfqrV6+uk/p1Qd3X9oLC60T5pfA864lIY//++69wcXHR+kObjY2N+P3337WKRZ0kTkZGhvjxxx9z/aEdgOjXr59ITk5WO67CnMTJyMgQc+fO1ejxUCeJc/36ddGwYUOtz8/IyEiMHz9exMXFqf14a3IN3k/iPH/+XOUHE3VulpaWYuXKlRrHtmzZMsn6nJ2dRWpqqlbnLWXmzJmS7dWoUUPnbWliy5YtonTp0jr/G9m9e7faMaib7FOHqniyZGRkiFmzZgkTE5NcnZeLi4u4du2ayvafPn0q2rZtm+vHrXfv3iIlJUXj836fuknknOgyiXPixAlRt25dnT/PunfvLp4/f65xPLk51zt37og6deqoHVt2SRxVyRh/f/9s48yvJI4QQnh5eUnuN3Xq1Fw+yqqlp6erfN4uWLBA5+3pk19++UXlNYuIiNBJG7Nnz1bZxsuXL3XShrbUfd4WFF4nyi/61d+ZiAAASUlJGDlyJPr06YPHjx9rXV9CQgImTZqE/v37Izk5WQcRKktNTcWAAQMwY8YMpKSk5LqenTt3olu3bnj37p0Oo8t/aWlpGDBgAGbOnKnV4/Ghv//+Gw0bNsTFixe1risjIwPLly9Ho0aNcO/ePR1EJy0sLAxNmjTB6dOnc11HYmIixowZg4kTJ2o0ud/QoUNRrFgxpfLIyEjs27cv1/FISUtLw7p16yS3jRkzRqdtaeLHH3/EoEGD8Pz58wKLIT+lp6dj4MCB+P7775GWlparOh4/fowWLVrg1q1bStvu3LkDLy8vHD9+PNcx7tq1Cx999JFkl3l9FhQUhKtXr+q83n379qFOnTq4du2azut+35kzZ9C4cWMEBwfnaTuFyfjx4yXLN2zYoNP3LgA4fPgwHj16pFRubm6OESNG6LQtfXP58mXJ8pIlS8LFxUUnbXh5eancFhQUpJM2ijpeJ8ovTOIQ6ZmEhAR06NBB5ZdBbezYsQO9evXS+QezjIwMDBs2DDt27NBJfX5+fvjmm290UldBGT16tM4ejywrV67E0KFDkZSUpNN6Q0JC0KJFC9y5c0en9QKZS2N26dIFYWFhOqlvyZIlmDx5str7FytWDEOGDJHctnLlSp3ElGXfvn149uyZUrmVlRWGDh2q07bUtWTJEsycObNA2i4oo0ePxvbt27WuJy4uDt27d0dCQoK8LCwsDK1atZK8zpras2cPfvrpJ63rMRTPnz9HmzZt8izhfOPGDXTv3h0xMTF5Un9hNWDAADg4OCiVv3r1Crt27dJpW6pec/v06QNHR0edtqVvVCUOa9eurbM2sqsrL5KvRRGvE+UXTmxMpEdSU1PRrVs3nDlzRuU+xYoVg4+PD1q3bo169eqhRIkSsLe3R0xMDJ49e4aTJ09i9+7duHDhguTxhw4dwoQJE3T6BXbevHnYtm2bQpmVlRW6d++OTp06oW7dunBycoKNjQ1ev36Nu3fv4uDBg9iwYYPCF6T3LVu2DP3790ezZs10Fmd++euvv7B+/Xql8hYtWqBbt25o0aIFSpcuDUdHRyQnJ+PJkye4fPkyduzYAZlMJlnnvn37MG7cuGx7odSpUwcDBgxAy5YtUaZMGdjb2+P58+eIiIjAvn37sGPHDrx48ULy2BcvXqBDhw4ICgrS6WSin332mVJyyNzcHF26dMFHH32EqlWromzZskhPT8fTp09x7do1bNu2DcePH0d6erpknYsXL0aNGjUwcuRItWIYP348/vzzT6Xyo0ePIiwsDBUqVND8xCSo+psaMGCA1pMd5kZERASmT5+ucruDgwN69OiB1q1bo3LlynBxcYGVlRVMTU0RHx+P2NhYvHjxAjdu3MD169dx9uxZlcuqFhZr1qxRSoDb2tqiV69e6NatG6pWrYpSpUrByMgIL168QGBgILZs2YITJ05I1hcWFoYffvgB8+fPx7t379CrVy+8fPlSYR9PT0/07t0b7du3R7ly5eDk5IS3b98iIiIChw8fxpo1a/D06VPJ+n/66ScMGjQI7u7uunkACiErKyu0aNECderUQe3atVG5cmXY2dnB3t4eFhYWiI2NRVRUFG7cuIGLFy9ix44diIyMlKwrKioKvXv3RlBQEMzMzHQWY1JSEvr374/Y2FiFcicnJ/To0QNdu3aFh4cHSpYsCUtLS0RHR+POnTvw8/PD3r17dRZHQbCwsMDHH3+M3377TWnbypUrMWDAAJ208/TpUxw4cEBy29ixY3XShr5KS0tT+UNH5cqVddZOmTJlYGVlJdnTOS974+pCYGAgzp49i4CAADx48ABv3rzBmzdvYGRkBCsrK5QuXRqurq6oVasWGjdujHbt2ul8AQdeJ8pXBT2ei4jUN3r0aJXjYC0sLMT3338voqOj1arL19c32wlMd+7cqVFsqubEsbCwEMbGxgplo0aNEs+ePcuxzqdPn4r27durjNHb2zvHOtLT00ViYqLCzdXVVbK+O3fuKO2b3S2nOVNUje3/cB6OevXqiTNnzqj1OEtNFPv48WNhZ2en8nEqVaqU+Pfff9Wqe9q0aUrX6/1bx44d1YrzfarmOrG1tVUqa9WqlXjw4EGOdQYFBWU7mbe1tbVGE2+2aNFCsp7p06drfL5SHj58qHJC4wsXLuikDU2NHz9eMh4jIyMxe/ZskZCQoHGdDx48EIsXLxbVq1cXQOGbE8fa2lrh/ujRo9WaQ2DHjh3CwsJCsk5zc3Px8uVLMWnSJIVyJycnsW7dOpGenp5t3XFxcWLw4MEqYx4yZIjG5y9E4ZwTZ8GCBfL3heHDh4s9e/aId+/eaVRHamqq2LJliyhVqpTKx2zevHkaxyaE6nP98DXb3Nxc/O9//xPx8fE51pnd5N65nRMnOTlZ4b1o1apVKp87mrynJSYmSrZ3//59lZN/37lzJ8fHQB2q5vmoVq2aTurXZw8fPlT5XNf1XEHVqlWTbEedz1v5QdXjoOnNxMRE9OjRQxw+fFhnsfE6UX5iEodITxw4cEDlm0OFChXElStXNK7zxYsXon79+pJ1Ojs7a/QlTlUS58M3zXXr1mkUY1JSkmjTpo1kfTKZTNy/f1/T09bZl5vctvP+rUePHhpN1CylZ8+eKuuvWrWqePHihUb1HT58ONvJljdv3qxRfepOLj1q1CiNVh9JTk4WnTp1Ullf165d1a5r69atknWUKlVK6wlmhRBi+vTpkvXXrVtX67pzIyMjQzg7O0vGpOnfqCrHjh0TN2/eVHv//EjiZN2MjY3FqlWrNKpzz549Kuv76KOPFJKflSpV0ui1KT09XXTv3l2ybisrq1xNLl4Ykzjr168X3333nU4m34yKilK5+l7x4sVz9ZipOtcPr8exY8e0jl+I3Cdx1I1bmxXEPtSxY0fJNiZPnqx13WlpaSoXadB00YUPE1yF9aaJU6dO6ez9OCeqPm9VrFhRp+3kljqfJTS9NW3aVAQFBWkdG68T5ScmcYj0QEpKispeM6VLlxaPHj3Kdd1v3rwR5cqVk6x7/vz5atejThJnzZo1uYoxLCxMWFpaStb57bffalxfYUnitG7dWusVkM6dO6eyfhcXF/HkyZNc1btjxw6Vv7y6ublpFLc6SZwePXqItLQ0jeNMSEhQuXoKABEQEKBWPSkpKSp/2de0V5pU3apWflqxYoVWdefWrVu3JONp0qRJgcQjRP4mcRYuXJirGHv16pVj3fb29rl6TY6IiFD5OpebxFphTOLoWkxMjPDw8NDZ+01OSRyZTCaOHj2qs/j1KYmzd+9eyTZKlCiRbW8jdfj6+krWbWlpqXbv4ix5uXKXLm+a+Pfff1XWc+TIEY3qysmAAQMk28lulbX8lFfXw8TERPz4449axcbrRPmJExsT6YF169ZJjrM1MjLC7t274erqmuu6HRwcsHHjRsltS5YsQUZGRq7rft9HH32k9hwlH3Jzc8Pw4cMltwUEBGgTVoGxsrLC2rVrYWKi3dRkv/zyi8ptK1asQNmyZXNVb79+/VROthseHq40x5E2bG1tsXr1ahgbG2t8rLW1NdatW6fyWKl5HKSYmppi1KhRktu0nR9q7969kis/2djYYPDgwVrVnVuq5mDp2rVrPkeS/9q2bYsvvvgiV8eqc9yyZcty9Zrs4uKCfv36SW7Lbh40Q2ZnZ4c//vhDcpsuJq/+0NixY9G+fXud16sPunXrhvLlyyuVv3nzBv/8849Wdat6je3fvz/s7e21qrsoePPmjcptup7XRWq1RgCIjY3N9Wp++iAtLQ0zZszAsGHDcv25l9eJ8hOTOER6YMmSJZLlQ4YMQePGjbWuv3Xr1mjVqpVS+ePHj1VO6KkJIyMjzJs3T6s6Bg0aJFl+5coVreotKBMnTtR6wtxXr16pnAiye/fu6NKli1b1z58/X+UHD12ujvbdd9+hZMmSuT6+Ro0aKie+3LdvH6KiotSqZ8yYMZLJoOPHj+PBgwe5jk/VF5TBgwfDxsYm1/Vq4/Xr15Llupy0urCaO3euygnCc9K8efNsn6vVqlVT+Vqljr59+0qWc8UR1Tp16oSKFSsqlZ89exbJyck6a8fS0lLr9zF9ZmRkhNGjR0tu0ybRHRERgUOHDkluGzNmTK7rLUpULfAAqP4yn1vZ1ZddHAXF2dkZQ4cOxa+//oqjR48iJCQEz549Q3x8PJ49e4YbN25g//79mDZtGurXr59jfZs2bcKnn36aq1h4nSg/MYlDVMhdvnwZt27dktw2a9YsnbUzYcIEyfKDBw9qXXf37t1RqVIlrepo1KgRTE1NlcpjYmIQHh6uVd35TSaTqez1oQlfX1+kpqZKbvvyyy+1rr9UqVIqe4qcOnUq21+d1GVhYZHrD0zvU/X8TU1NVXt1GBcXF3Tr1k2pXAiBVatW5SquBw8e4Pjx45LbCnLFFSsrK8nyiIiIfI4kfzVo0ECrxLeRkRHq1auncvvnn3+e67oBwMvLS7L81q1bKv/WCejcubNSWWJiIm7fvq2zNvr27WvwvUJGjRoluerXmTNncv1Yr1mzRrLnQ+3atXXyI1VRkF0yUupzkTayW9UtJSVFp23lVqlSpTB9+nRcvnwZT58+xcaNGzFlyhS0b98enp6ecHZ2ho2NDZydnVGjRg107doVv/zyCy5fvozAwMAce5yuW7cOy5cv1zguXifKT0ziEBVy+/btkyz38vKS/PUxt9q0aSP56/TJkye1rlsXQzTMzMxQpUoVyW2qlsUurLy8vLROagGAn5+fZLmrqyu8vb21rh8Ahg0bJlmekZGhMjmhie7du+ukm3GVKlVU/sqmSW+y8ePHS5avX78+Vx+MVq1aJbnse6NGjVCnTh2N69OVUqVKSZZv3rxZctnSokLb3mlAZm8bVaSSCZooXbo0HBwclMpTU1N1kjQtqlQNX1P1A0huDBw4UGd16auSJUuiT58+kttyk+hOS0vD2rVrJbcZ+rLi78sugavtkGxN6isMyYFt27bh8ePHmDdvHurXr69xr8omTZpg//79WLVqFSwsLFTuN3XqVDx69EijunmdKD8xiUNUyPn7+0uW+/j46LSd4sWLw9PTU6lcF78At2jRQqvjs5QpU0ayPDY2Vif155eGDRvqpJ4LFy5Ilnfv3j3Xw0U+1LhxYzg7O0tuu3jxotb1S/V8ya3u3btLlp87d07tOtq3bw8PDw+l8levXmH37t0axZOSkoL169dLbivoYQJ169aFpaWlUvmjR4/Qt29fREdHF0BUea9p06Za16EqAebs7Aw3N7c8qz8uLk7ruosqR0dHyfInT57orA1dvW7rO1WJ7o0bNyIxMVGjuvbv349nz54plWszX9jJkychMhduKdQ3XdHVe31e1adr/fv310mvlk8//RRHjhxR2aPl3bt3mDFjhtbtZDG060R5j0kcokJMCIHg4GDJbbVr19Z5e1JJkpSUFK2GK8lkMskvxbmhqseGviVxGjRooHUdCQkJKn8lym64R27UrVtXsvz69eta163L3iiq6goLC1O7d4lMJlP5C7Cm8z7s3r0br169Uiq3t7dH//79NapL18zNzdGxY0fJbYcOHULlypUxa9YsvRuqmJPKlStrXYeqeYx09Tqnqn59e53TREJCAg4dOoT58+dj6NCh8PLygoeHB0qXLg1ra2vIZLJsb6omzX/58qVO4nNzc0OJEiV0Upe+a968OWrVqqVUHh0djZ07d2pUl6rX1EGDBul8DhF9ll3SQtfDLLOrL7shPPqoZcuWWLNmjcrt27dvx+PHj9Wuj9eJ8hOTOESF2OPHjxEfHy+5TarXjLZUfUhVtZKNOooVK5arVYekWFtbS5br2/APbVYTyxIeHq7y1zxdJ3FU1aftF3wzMzNUrVpVqzrepyqxmZGRoVGsH3/8sWQvFX9/f4SGhqpdj6ovKEOHDlU5J01+yu5XxtevX+OHH35AhQoVULduXcyYMQNHjhxR+XqkL4oXL651HaqunS7qzq5+fXudy4kQAr6+vujfvz9KlSqFLl264Ouvv8bmzZtx+fJl3L9/Hy9evNDqvHX1mOniNbsoGTdunGS5Jonu8PBwHD16VHJbQfdULGzMzc1VbtN1ciC7oThFMTkwdOhQtG3bVnJbWlqaRitx8jpRfmISh6gQy+4XAA8Pjxx/ndT0tmPHDsm2tBlakR8TQeqya3J+0MUcMFJd0LO4uLhoXf/7VH2ByS4GdZQqVUqnk/2VK1dO5bbIyEi16ylevDgGDBgguU3deR9CQ0NVDoUsLF9QGjRooFZ38eDgYMybNw+dOnWCvb09atWqhbFjx2Lr1q0aPa6FgZ2dnV7WDejf61x2rl69iubNm8PHxwc7duzIswSVrlan0vXywPpuyJAhko9JYGAgbty4oVYdq1evlpzQ2MvLS+c/ROi77FYx1PVKRNnVV1CrKea17Fad8/X1VbseXifKT0ziEBViUkMxCoKm49zfx3G7ynTxZS+7oRW6/sKhKt63b98iPT091/Xquru8iYmJZA8aIHMVM0189tlnkuUbNmxQ64uhqmRP8+bNUb16dY1iyUtz5szB5MmT1d4/IyMDN27cwMqVKzFo0CCUKVMGNWrUwJw5c7Rahj2/5OXrEV/r1LNgwQI0aNAAgYGBed6WrhJfeZ2g0zc2NjYYOnSo5DZ1Et1paWlYt26d5LbCkuQuTLIbyqfrubJU1WdnZ6fzyXkLi4YNG6JChQqS2y5fvqx2LxpeJ8pPTOIQFWLaJE90iUvb6pYu3mBVJRIsLCx0vpRldl9gkpKScl1vXvy6rapOTeOsX7++5HLPb968wb///pvtscnJydiwYYPktsK24opMJsNvv/2G3bt3w93dPVd13Lp1C9999x3c3d3Ro0cPXLlyRcdRUlHx888/Y9q0aZI9MAozfilSpmqC402bNuXYs2rv3r14/vy5UrmdnR1XAZOQXXJAV/M+5VRfUZ8TStUccUlJSXj48KFadfA6UX5iEoeoEEtLSyvoEAAUrW78RYWqa5IXvQHy6vrnRaxGRrp7W1P1JSWneR/+/fdfyeWgS5Qogb59++okNl3r2bMnQkJCsGHDBrRs2TLX12bfvn2oX78+Jk2axGVOScHJkyfxv//9L9t9nJ2dMXDgQCxYsAC7d+/GxYsX8fDhQ7x69QpxcXF49+4dEhMTlW65Wd6atFOtWjW0atVKqTw2Nhbbt2/P9lhVr6FDhgwpFPOFFTbZDZGWSoZpQ1V9uh6mXdjUrFlT5TZ1lxrndaL8xJ8WiAoxCwuLgg6BCilVz43ExESkpqbqtDdOdt2AtXmO5sWSyaqGmeUmzgEDBmDKlCmIiopSKD99+jRCQkJUTsq8YsUKyfIRI0ZkO/FhQTMxMcHw4cMxfPhwREREwM/PD/7+/jh16pTGSzX/8ccfuHr1Ko4ePcrXMUJGRgYmTJigMiHcpEkTzJkzB23atMlVApFD2QrG+PHjcerUKaXyFStW4OOPP5Y85sGDBzh27JjkNl30VExJSdGLnl6avC66urrC2NhYcvhyWFiYLsNSuQiAquFGRYWTk5PKbequDMjrRPmJSRyiQkzVnCG2trZ48eJFvsWh6+E5pL3sJoyOi4vTaZdaVR9grK2ttVp5TNdJnLS0NJXd+HMzp4WFhQU+/vhj/Pbbb0rbVq5cicWLFyuVh4SE4MyZM0rlMplMr+Z6cHV1xciRI+VLN4eHhyMgIABnzpzB2bNncevWrRzrOHPmDD799FNs2rQpr8OlQs7Pzw83b96U3DZ69GgsW7ZMqyFL2ky+T7nXq1cvODs7K01wfvHiRQQHB6NOnTpKx6xatUoymdesWTPUqFFD65g6dOggmVgqbDTp4WpiYoIKFSrg/v37Sts0WTExJ8+ePVP5Hurh4aGzdgqj7D5TqTscm9eJ8hOHUxEVYqq6RcbFxeHt27ewsLDIl5uulggn3XF2dla5LbtVzXJDVX1lypTRqt6XL1/qdMjg06dPVW7L7vHKzrhx4yR/5d+4caPkBztVwwRat26t1x+u3NzcMHjwYKxYsQI3b95EREQEli9fjsaNG2d73ObNm3Hu3Ll8ipIKK1UrHzZo0EDrBA4Apd5ylD9MTU0xatQoyW1Sr4UpKSkq5wvTpyR3QZBKiAHAtWvXdNZGcHCwym1169bVWTuFUXaLH2jSa4rXifILkzhEhViFChVUzvFx7969fI6GChM3NzeVQwiuXr2q07ZUTVSrbbfd5ORkhISEaFXH+1R9SJLJZHBzc8tVnZUqVUKHDh2UyqOjo5W+mCYlJWHjxo2S9RS2CY215eLignHjxuHcuXM4f/58th8cpXoskWGR6p0GAFOmTNHJpMH6sDJaUTVmzBjJa/j3338rLYO8e/duyQlZHRwc0K9fvzyLsSho0KCBZPnLly919sPNpUuXVG6rX7++TtoorLJbDVaTnry8TpRfmMQhKsSsrKxUzrtx4sSJfI6GChMbGxuViQldrw6kKimU3USA6sruFyVNqUriVKhQAdbW1rmuV90Jjnfs2CE5rKNUqVLo2bNnrtsv7Bo1aoTTp0+r/AXy2LFjejFHBeWNtLQ0lau7dO3aVSdtBAQE6KQe0lzZsmXRvXt3pfL4+Hhs3bpVoUxVT8Xhw4dz7qwceHt7q9ymq8+DquqpVq0aSpYsqZM2CqsbN26o3Fa+fHm16+F1ovzCJA5RIdeyZUvJ8j179uRvIEWIqt5N+vZFs1GjRpLl+/bt09mKUhcvXsSzZ880al8TBw4c0LqOLPv375csz2nIT066desm+SEuMDBQYZ4PVV9QPvnkkyI/r5SNjY3k3EFA5lCX7Ia6UdEWFRUlOdGnnZ2dynnfNHH37l2Vr1GGoqDf09RJdIeGhuLkyZOS+3EoVc4aNGiA4sWLS27TxftoVFSUyqGvUr1Ri5qjR49KlltYWGjU61iT6ySEwNmzZzF16lQ0btwY9vb2MDMzQ5kyZdCnTx/4+/sr1ZHddbpz5w7Kli2LTp06Yd26dSpjDAkJweDBg+Hs7AwLCwtUqlQJX331VbZDylRJTEzE7t27MX36dLRt2xZ2dnaQyWRwd3fP9rgRI0ZAJpPleGvdurXSsSdPnsRPP/2EXr16oWzZsvJ9s1uAYcOGDWq1p0+T5HNiY6JCrmfPnvjzzz+Vyi9fvoxr166hdu3aBRCVfjMzM5MsVzVRXGHVvn17bNu2Tan80aNHOHPmjMoEoCZUDQ8yMjJCmzZttK7f19cXCQkJsLGx0aqe+/fv4+LFi5LbtI3TyMgIo0ePxowZM5S2rVy5EkuWLMHNmzcRGBgoeeynn36qVfv6olWrVrCwsJCcK+jly5dc+tRApaamSpZbWlrqpH6p90dDU9DvaW3btkWVKlVw9+5dhfKgoCAEBQWhfv36Kic09vb2RpUqVXQWi6pEkb4zNjZG9+7dJd+T9+/fj9jY2FxN4J9l586dKv9We/funet69cHFixdV9hasX7++yr8vKZpcpxMnTqBdu3YAMj8ruLu7w9raGvfu3cOuXbuwa9cuzJw5E3PmzJHXkd11qly5Mt6+fQs/Pz+8fv0an3zyidI+/v7+6Nq1KxITE+Hk5ITq1avjzp07+O2337B7924EBgaiVKlSap/v3bt3c/X8qFy5Mpo1a6Zy+4ULF5CWloYmTZoobevZs6faK4ZlKVWqVLbt3blzB2/evJFsr7BiTxyiQq5NmzaSX36EEPj6668LICL9p+qDzps3b/I5Eu306NFDZQ+PRYsWaV3/q1evsHnzZsltrVu31skKWImJidn+YqSuZcuWSZabmJjAx8dH6/pHjRol+UFu06ZNePfuncpeOB06dDCYJT+NjY1VrvChq55hpH9U/Sr9+vVrrSc2j4qKwvr167Wqoygo6Pc0mUymct6vlStXIjk5GX/99Zfk9qI2X1heGjp0qGR5YmIi1qxZo1XdS5culSx3c3ND8+bNtaq7sJP6gSZLboZ8qnudhBBwd3fH8uXL8fr1a9y9exdXrlzBmzdvMH36dADA3LlzFXoZZ3edbt++jYiICDx//hzz5s1T2ic+Ph79+/dHYmIiJk6ciKdPnyIoKAgRERFo1qwZHj58KF+RUl2mpqZo3LgxJkyYgE2bNqn9ee5///sfzp49K3nbsGGD/L1B6rGsXr06RowYgeXLl+Py5ctqtde5c2eV7Z05cwZWVlYq2yusmMQhKuRMTEzw+eefS247cuQIl+/NBVUrFX34K2Jh5+joiG7duklu27NnD44cOaJV/V9//bXKXzs+/vhjrep+3+zZs7X6snHnzh2VSZwuXbrA0dEx13VnKVmyJPr06aNUHhsbi/Xr16tMdhnSMIHU1FS8fv1aclvZsmXzORoqLKysrOQfkN+XlpaGs2fPalX3uHHjEBcXp1UdRUFheE8bMWKE5HXeunUr1q9fL/naULJkSfTq1Ss/wisS2rRpo7LX0vz583P9t7B161aFocHvGzt2rF4NMdHUli1bcOzYMcltxsbGGDhwoMZ1qnudGjZsiJCQEIwbN04h2W1mZoZ58+ahc+fOAIDVq1cDUP86OTk5SQ6BW7FiBV69eoWqVati4cKF8h8BS5QogS1btsDExAQHDhzQaF7F6tWr49y5c/jjjz8wZMgQnfxolfW9pn79+pLzggYEBGD9+vUYN26cTiZyPnnyJB4/fgwzMzP0799f6/ryC5M4RHrg888/R7ly5SS3jRo1Ks+6DxfVD8eq3lz9/PzyORLtZdcba+zYsYiMjMxVvbt27VK5FKybm5tO3+iio6MxduzYXM3fkJSUhJEjR6rsXjx58mRtw5NTNe/D1KlTJceSq5rwszC4du0aUlJSdFrnnj17JHtWFCtWTKPu2VT0qFq97Pfff891nStWrFC5dLmh8fDwkJwXJzIyErdu3cqXGOzt7SW/8CYkJKh8Hf744481Gqpi6IyMjDB16lTJbS9fvszV+92rV68wZcoUyW12dnYYN26cxnUC2c9BMnv2bI3qSk1NxYsXL3IVR3YCAgIkhxxl6du3b65WtlT3Otna2ma7Ol/79u0BZM4npYvrtGvXLgCZCVdjY2OFba6urvKhXf/880+OdeWlrB/F8qtXTFbSqEuXLnBwcMiXNnWBSRwiPWBlZaWyC2VKSgo6d+6s03kB7t+/j4kTJ2o0I78+UTXR7Z49e3D+/Pl8jkY7jRo1UvlLZnh4ODp06KBxLxc/Pz8MGjRI5RCYH3/8USfLAr/vn3/+waRJkzQ6Ji0tDf3795eciwbI/ADUqlUrXYQHAGjevDlq1aqlVJ6YmCi5/8iRI5U+KBUWixYtgpubG3766SfJFbU0FRkZiS+//FJyW69evVROvEqGoWPHjpLle/bsydVwqMWLF6tMqhoia2tr1KhRQ3LbzJkzJSeWzguqronUa6RMJjOY+cJ0afjw4Sqv9dq1azVKjL59+xa9e/dW+WPPt99+C1tb21zFqUtv375FhQoV8OWXX+b6h6kPbdiwAR06dEBycrLkdgsLC/z444+5rl8X1ylrfjkzM7Nsr1PlypXRq1cv9OnTB4sXL0Z8fLzSPmlpaQgKCgIAlXPDZJVfuHAhx9jySmBgIB4+fAgTE5Nc9YLSVFJSEv79918A+jWUCmASh0hv+Pj4qBxWlZSUhPHjx6N9+/Yqu4XmJCIiAkuXLkW7du1QpUoVLFmyRPKNoCho166d5HKmaWlp8Pb2xmeffYaDBw8iLCwMMTExSEpKkrxpO5+Drvzxxx8q50S4efMmatWqBV9f3xzrSU5Oxv/+9z907txZ5Qebjh07YtCgQVrFm+XDyYyXLl2KTp064fHjxzkee+vWLTRp0kTleVlYWGj1K78q6v4qaWxsXOi/oERGRuJ///sfypYti759+2L79u1ISEjQuJ79+/ejQYMGKleg0uXQO9JPAwcOVJn4/fTTTzF37ly1Eg0PHz5E79698eWXXyokmXUxP5e+y25orZeXl3z+iJcvX+Lt27cq39e0Ua9ePbVXLWzfvj0qVaqkVXuGyMTEBMuXL1eZGP/iiy8wZcoUlT8uZLl79y5atGihckhjzZo1Nf5hJS8lJiZi8eLFqFChAvr164cdO3bkauLuixcvwsfHBx9//HG2x//0009aPT+1vU5CCOzcuRNA5nt1dkNPL126hBMnTmDXrl348ssv4enpieDgYIV9wsPD5T2WK1asKFlPVvm9e/eyPbe8lNUrpkOHDvmyXPrevXsRFxeH4sWL52r+owIliEhvpKWliR49eggA2d48PT3FZ599JrZu3SquXr0qHj16JGJjY0V0dLQIDw8X165dE0eOHBG//vqrGDp0qKhRo4ZkPcbGxmrHFhYWJllH+fLldXb+w4cPl2xj/fr1Gtf1ySef5Pg45nSbNWtWtm2UL19e8riwsLBcnX92fH19hUwmyzbe+vXriwULFojz58+LiIgIERsbK0JDQ4Wfn5+YNGmSKF26dLbHu7i4iJcvX2ocm7+/v2R9rVq1En379lUqt7KyEoMGDRJ79+4VoaGhIiEhQcTGxoqQkBCxdetW4ePjI0xNTbON9Y8//tD5YyyEEPHx8cLW1jbH50aPHj3ypH1dUfW3ZGFhIVq0aCEmTZok/vrrL3Hu3Dlx9+5d8fLlS5GQkCBevnwp7ty5I3x9fcWMGTNE9erVs30chg0bpnZM2T1PNKUqHl1Yv369ZN3Dhw/XSf2tWrWSrN/f31+jenT1+qOr8x05cmS2z5Xy5cuL77//Xpw8eVI8efJExMfHiydPnoigoCCxevVq0a1bN2FmZib5urR48WKdxJjX1/ZDurrWQgjx8OFDYWJiovX7mrb++usvtdrZtWuX1m0ZslmzZmX7+JYrV058//334ty5c+LVq1ciPj5ePHr0SOzdu1cMGTIk2+eKjY2NCAkJ0So+VX9LQM6fnT4UHR0tWY+VlZVo06aNmDx5sti0aZM4f/68uHPnjoiMjBQJCQkiMjJS3Lx5Uxw4cEB88803wsvLS63npibvWznJ7XUaP368WrF6e3uLO3fuiOTkZHHx4kVRr149AUC4urqK+Ph4eRwXL16UH5OYmCgZ68GDB+XXP7ey3scrVaqk8bHJycnCwcFBABBbt25V+7is83r8+LHGbXbt2lUAEGPGjNH42ILGJA6RnklOThb9+/fX+oOaOreinMR58uSJsLe31+rxKUxJHCGE+PPPP/PsuVCqVClx+/btXMWV3Zfz169fC3d3d53G+umnn+r4kVX02Wef5RjDgQMH8jQGban6W9LlrXr16iI6OlrtmJjEyVRUkzjPnz8Xrq6uOn2O2djYiIsXL+osRn1O4gghxNSpU7V+TLWVlJQkSpQokW0bZcqUEampqVq3ZcjS09PFoEGDdP66bWZmppP3r/xI4uTFbdiwYSItLU3r88+SV9cJgChdurRISUlRaC8yMlJYWVkJQPHHrNOnT8uPS09Pl4z1+PHjAtDss/+HtEni7N69WwAQtra24t27d2ofl3VemiZxXr58KU9mnj17VtNwCxyHUxHpGTMzM2zduhU//fSTyuWlKWdly5aFr6+vyiWR9dHYsWOxadMmyaFi2vD09MTp06clVwnQVokSJXDw4EGVE3dr6pNPPtHp/FBScpqLo3z58ujUqVOexlDYNW3aFGfOnClSf1+knVKlSmHfvn0oVqyYTuqztbXF3r174eXlpZP6ioJ58+bho48+KtAYzM3Ns50sFsicL0zX86oZGiMjI2zcuFGnw1VtbGzw77//okuXLjqrU1+Ym5vj119/xV9//aXTuezy4jpl+eqrr5S+B5QuXRoDBgwAABw+fFhe/v7nQlWLGmQNo7e0tNR1qGrJGkrVt2/ffIlh27ZtSEtLQ8WKFVXOE1SYMYlDpIdkMhm++eYbXL58GW3bts2TNpo1a4YVK1bkSd2FRYsWLXDt2jUMHjy4yHygHDJkCC5cuKCTLzYymQxjx47FxYsXUblyZR1EJ83DwwPnzp1Tey4FKWZmZli4cCHWrl2b55MJV6tWLdsJkz/99NNCP5Gvq6trnjxO1tbWmDNnDk6cOKGwZCoRANSqVQsXLlxAtWrVtK7n/PnzaNOmjY4iKxpMTEywbds2rF+/vkDnmxk7dqzK10AjIyOMGjUqnyMqmoyNjbFu3Tr8+eefWk9AXL9+fVy4cEHl3EpFWZcuXXDt2jWVqz9pS5fX6f3PYp6enpL7ZP3gFh4eLi97//1Y1WIGWeUF8d4dExODAwcOAMj/Van0bULjLIX7UyYRZatWrVo4duwYAgICMGjQIFhbW+e6LgsLC7Rp0wbz5s3DgwcPcPbsWYP4oOXq6orNmzcjMjISGzduxJgxY9CyZUtUqFAhx+UfC6usLzjbt2/PVWLEwsICgwYNwrVr1/Dnn3/q7Jfz7JQrVw6BgYFYunQpXFxc1D7OyMgIvXv3xo0bN1SujpQXVK2aYGJigpEjR+ZbHLn1ww8/4NWrV9i6dSuGDh0KV1dXrepzcXHBtGnTcOfOHcycORPm5uY6ipSKmqpVq+LixYv44Ycf4OjoqNGxlSpVwpIlSxAUFJQnPQOLAplMhhEjRuDevXsIDAzEDz/8gJ49e6JmzZooWbIkLCws8jzJXLFiRTRs2FByW5cuXbR+vSFFY8eOxd27dzFhwgSN36+rVq2KNWvW4OLFi1onV/OKnZ0d/P39MXv2bLRu3VonvTQcHBwwZswYBAUF4cCBA6hSpYoOIs2eLq6Tn5+fvEzV+2xW+fuTxbu5ucl77Tx8+FDyuKxyDw8PjWLThR07diA5ORkuLi46XVVUldDQUFy6dAlA5o+f+kgmhIo1ZIlI7yQlJeHkyZM4d+4cgoODERYWhsjISCQkJCAlJQVWVlYoVqwYihUrhrJly6JKlSrw9PRErVq10KRJE50Pw6HC4f79+zh06BDOnTuHu3fv4vHjx4iPj0dKSgosLS3h4OAANzc31KpVCy1atEDnzp11uqzoyZMn0bp1a6XyVq1a4eTJk0rlaWlpOHbsGA4cOICgoCDcu3cPMTExSEtLg6mpKZydnVG9enW0adMG/fr1Q/ny5XUWq7oGDhyIbdu2KZX36dMH//zzT77HowuRkZE4f/48rl+/jgcPHuDBgwd49uwZ4uPjkZCQgPT0dBQrVgy2trZwdHRE9erVUbt2bTRq1AhNmzaFTCbTqn1NnyeUPTc3Nzx69EipPCwsDG5ubvkfkIR3797h4MGD8Pf3x4ULF/DixQu8efMGaWlpsLa2hpOTEypXroz69eujQ4cOKp9naWlpkisrmZqaFuqEore3N06dOqVU7u/vD29v7/wPSEdiYmJQpkwZyZV39u3bZ5C9PfJLfHw8jh49Cj8/P9y4cQMPHz5EbGwsUlJSYG1tDUdHR3h6esLLywudO3fWqgdsQUlPT0doaCiCg4Nx48YNPHr0CE+ePMHTp08RGxuLxMREJCYmwtjYGBYWFnBwcEDZsmXh7u6OWrVqoXnz5mjQoEGe99rNzvvXKTg4GFeuXJGvHpX1HqvqOrm6uuLx48dYuXIlRo8erVT3l19+icWLF6NNmzY4fvy4vLxx48a4cOECfvnlF0ybNk3puM6dO+Pw4cOYPn065s2bl6vzynofr1SpEu7fv6/2cVkrpeWm7az3hMePH6s9NP/bb7/F3Llz0aRJEwQGBmrUXmHBJA4REeUpXX05T0tLKxQ9o6KiolCmTBnJZdj9/PzQrl27AoiKiKhwWLZsGT7//HOlcldXV4SFhRX64aZE+SU5ORldunTBiRMnUL16dZw+fRoODg7ZHjNlyhQsXLgQzZo1U1p6PCkpCRUrVkRkZCTmzp2LGTNmyLfNnz8fX3/9NapWrYobN24oJLEiIiJQqVIlpKWl4fLly6hfv36uzic3SZzw8HBUrFgRQgjcvn1b416WmiZxhBCoVKkSwsLCsHz5cowbN06j9goLvooSEZFeKAwJHADYuHGjZALH3d09z+aoIiLSF6tXr5YsHzVqFBM4RP8vPT0dAwYMwIkTJ1CpUiX4+fnlmMABgKlTp8LGxgYBAQH48ccfkZGRAQBITEzE2LFjERkZieLFiyv10hk7diwcHR0REhKCyZMny3v+vHnzBoMGDUJaWho6d+6slMA5f/483Nzc8qwH5+bNmyGEQP369fNlmGxAQADCwsJgZmaG/v3753l7eaVwfCImIiLSA0IIlatfjR49WushRURE+iwgIADXrl1TKjcxMTGIefaI1LVjxw7s2bMHQOb8fv369ZPcz9nZGTt37pTfL126NLZs2YK+ffti5syZWLJkCVxdXREaGorY2FhYWVlh27ZtcHJyUqjH1tYW27ZtQ7du3fDHH39g69atcHV1RUhICN69ewc3NzesW7dOqf2kpCTJoblZ6tWrh4iICACQJ4bCwsIU5jybNm2a5BAuIDOJA6g/wfCECROwdetWpfJatWrJk8TNmjXD3r17JY/PmtC4S5cuaiXNCismcYiIiNR06NAhhIaGKpWbm5vnyRKiRET65Pfff5cs9/HxgbOzcz5HQ1R4vd+j9969e7h3757kflLz/nXv3h2XL1/GvHnzcPLkSQQHB8PJyQk+Pj6YPn26ypWr2rZti8uXL2Pu3Lk4ceIEbty4gbJly6JXr16YOXNmrlamioqKwps3bxTKMjIyFMrevXsneezFixdx9+5dmJiYqFww4kPx8fFK7QGKq27FxsZKHpuSkiJPiOnrqlRZOCcOERHlqaI0YW2TJk1w/vx5pfLhw4djw4YN+R8QEVEhcfv2bdSsWVM+vON9+j5ZMxFRYcKBqURERGrYtGmTZAIHACZPnpzP0RARFS4TJ06UTODUq1ePCRwiIh1iEoeIiCgHV69exYQJEyS3+fj4oFatWvkcERFR4TFr1iyF5Yzf9+233+ZzNERERRvnxCEiIkLmWOn3f0V++/Yt7t27h127dmHJkiVISkpSOsbIyAhz587NzzCJiPKdEEJhDo+MjAxERUXh0qVL+PPPP+Hn5yd5XKNGjdCzZ898ipKIyDAwiUNERASgQ4cOOHXqlEbHfP7556hRo0YeRUREVDg8evQIFSpU0OgYIyMjLF26NI8iIiIyXBxORURElAuenp746aefCjoMIqJCaebMmWjQoEFBh0FEVOQwiUNERKShsmXLYv/+/bCysiroUIiICp1BgwZh9uzZBR0GEVGRxCQOERGRBnr37o2goCBUqlSpoEMhIipUbGxssHjxYmzatAkymaygwyEiKpI4Jw4REZEK5ubmsLe3h4eHB5o1a4ahQ4eievXqBR0WEVGhYGNjAycnJ9SpUwft2rXD4MGDYWdnV9BhEREVaTIhhCjoIIiIiIiIiIiIKHscTkVEREREREREpAeYxCEiIiIiIiIi0gNM4hARERERERER6QEmcYiIiIiIiIiI9ACTOEREREREREREeoBJHCIiIiIiIiIiPcAkDhERERERERGRHmASh4iIiIiIiIhIDzCJQ0RERERERESkB5jEISIiIiIiIiLSA0ziEBERERERERHpASZxiIiIiIiIiIj0AJM4RERERERERER6gEkcIiIiIiIiIiI9wCQOEREREREREZEeMCnoAMiwxMfH4+bNmwplNWrUQLFixQooIiIiIiIiIiL9wCQO5aubN2+iadOmCmWBgYFo0qRJAUVEREREREREpB84nIqIiIiIiIiISA+wJw4RERERERFRYRcaCgQFAampgJEREh68QM3Fn+Do8C3wmDUIKF68oCPUrRMn8PW338LYyAjz5swBvL2l97t1C7h2DUhLA0xMgDp1gGrV8jPSfMUkDhEREREREVFhV7ly5u3/2dy8iTnXjuD3wBgs9fMDPvqoAIPTseho3PP1xY7bt3F96lTggyk5FFSvnnkzEBxORURERERERKRvqlfHoC4JuPzsTxzx9QWOHZPe7/lz4MABYN8+4PZtQIj8jVPKvXuZ8bx4obwtKQnYtAlfHT6M7729UaxHD8DMLP9jLKTYE4eIiIiIiIhI38hkMOrSBV8dPYovjhzB9YoVYXrzJmBp+d8+795h1Ql3uNrFovPfQyDmzAVq1gR8fAou7pcvgX//hUhMhCw4GHByAmSy/7a/fg2/O3fwPCEBQ5o3N6heNupgEoeIiIiIiIhID6Xb22Pu6dMYXKMGRu3di0P37wMAvMoswqVngwEAPSrfwc2XJTMPSEsDXr8uqHAz3b6Ngzdu4JezZxGiIpYMIfBJnTowcnZWTPAQkzhERERERERE+mjN//6Hqk5OCHr+HD1r1cJfY8cCRkYABIDNQEYG3kS8xYWI0qhbOhJwdAR69Ci4gNPTkRIcjClHj2Jzr16oX7Gi8oTMiYlAQgJQrBjQrVvBxFmIMYlDREREREREpGeiH0bjwCE7DKheGYsvX8LQjRsBc3Ol/Uq8e4f6P65Bg6Xd0aXGXyhlbV0A0f6/y5ex9NAhNC1XDvV79GCSJhc4sTERERERERGRnvnh85eoU7oN/rj4PZb8vBpGEgkcAICVFUr1aIRJjS5g9pHagL9//gaa5d07vNy3D4vPn8ePXboArVsXTBx6jkkcIiIiIiIiIn2RloaIU2HwPe+E4hbv4O5igUYDO2R/TIMGmNjlPoIih+Gqry8QGSm9nxBAaqrmMWVkACkp2a98dfw4vj10CBMaNkTp7t2BguwRpMc4nIqIiIiIiIiosIuKAnx9gagoRN+3xo6+AtOPt8e6HTY5T/5rbAyzbh3w7YUzmHT4ME65uEA2bBjg6vrfPklJwObNQFwcUKmSeitYpaQAe/cCT5/i2mMHlHQScGpTEyYN6ynut3Mngo8fx8lHj/DH4MGAl5fm508AmMQpcGFhYbh8+TKCgoLkt+joaKX9/P394e3tnf8BEhERERERUcE7fhyyj0cAAOa3OwobsxQcGbcHsvpT1Dve3R3datXC/tBQREZHo8yWLYqTCr99CxEbiy03bmBgfDyMOncGzMyyrzMoCLh1C7LvZ2Nbn53wvVICU94egcnVS//tIwTw8iVOPXoEewsLvLO3h7mxsWbnTnJM4uQjdRM2RERERERERAqqVAEAiFmzcSXSGXfjy0DWoL5GVcg8PLCyRw8sCAjAgoAAyX0crawgAAy5exeoWTP7Ct3dgStXkP7d9zh4zx01Sr7E4gAvLL7QBADgVeYLXHq2BWkZGYhLToa3mxt+2L4diz75RKO46T9M4uSjunXrIjY2tqDDICIiIiIiIn1TqxZEfAJwpxvqZWSgnoeH8vLcOendG/DwwFQvL0zt00d5e2IiQh88QMfNm9GzYUPYVKmSfW8cJyegRQtsmX0f/4ZUxe6xR9HLIhb/6//g/3dokHlLT8eQlSvRwNkZW65cQayfH+zat9csdgLAJA4RERERERGRfrCxARo0yP3xRkZA7dqZNxUqHz+OvkFB+PngQcxt3BjIblqP1FQkHDyN7/wH4/CwLcDQoYCDg+SuPzdsiGODBuFc48Yw/uIL4Pp1gMOqNMbVqYiIiIiIiIgoU/PmmNm5MzZfv47wffuA7EaTBAZi6bFgjKhzBJW7V1GZwAGAcg0aYETDhjB+/hyIjweWLMmD4Is+9sQpYK6urqhfvz4aNGiA+vXrw9HREQ20yawSERERERER5Za5Oex69MC3ly5h6uHD2OniAoweDVhZKe53+TLCd+/Gn5f/wfUp5YEWvXKue9EioGpVoHVr4Px54OZNoEaNvDmPIopJnHzk6uoKd3d31K9fX564cXR0VNgnPDy8YIIjIiIiIiIiAoCaNTGiWTMsv3wZZ69fR/Pff1fsZZOeDrx6hW+OHcO3LVvCrm1bwNw853qdnIDvvwcCAjKHUq1bB/z8c86rYJEckzj56Pr16wUdAhEREREREVH2jIxg7OyMPf374+8bN9B7+3bJ3WKTkmBtaopRFhbq192uHXD2LFCiBJCYCKSlMYmjASZxiIiIiIiIiEhRz55wkcnwTYUK+KZnT8DUVHF7TAwu3LuHkb6+SA0MhGmdOpkTJ+fEwwPo0we4fRto0UJ5mBZli0kcIiIiIiIiIlJka5u52lQ2Gu3di/qXL2PFgQOY0LixeitnGRkBffvqKEjDw9WpiIiIiIiIiEhzbdvip06d8Ou5c3izb1/m8CjKU3rZEyciIqKgQ1CLq6trQYdARERERERElDdsbFCme3eMuXQJsw4dwtJ69YAePQCZTHnfd+8ylxY3Nwfs7fM91KJCL5M4bm5ukEk9KQoRmUyGtLS0gg6DiIiIiIiIKO80aoTJHTqgxi+/4Mbhw6iZkgL06/ff9tRUYOdO4NQpwNoaKFUKcHQEfHwy/yWN6GUSBwCEEAUdAhEREREREZFhMzHB47Q02Jmb40pkJGqEhEC2cuV/25OSgKtXAWdnIDwcWLQos7xECaBnz4KIWK/pbRKnMPfEYYKJiIiIiIiIDEJGBqZs3Yox9evjiyNHMOXoURjJZNhRpgy8nz3L3EcIoEoVoHFjYNYs4PvvgTp1CjRsfaW3SRxtSCVZcpMU0lU9+uTcuXNaHX/jxg0dRUJEREREREQF7cXKlbB49w4hr19jUuvWmC01J44QmcOqXFyA6tWBmTMBE4NMR2hNLx81V1dXrZIlycnJeP78uUIdHyZkzMzMYGtrC3Nzc8TFxSEhIUFhH5lMpnC8hYUFSpYsmeuY9EXTpk0LOgQiIiIiIiIqDOLjUWr2bGxr0QL/3L6Nbnv3Zs55Q3lGL5M44eHhuT72woULGDZsGJ4/fw7gv+RNo0aN8NFHH6F+/fqoXbs27OzsFI4TQuDevXsIDg7G8ePHsXPnTsTExEAmk0EIgZSUFPTu3Ru//PILTJhRJCIiIiIioqJu2jTA2RlG16/jo0GDmMDJB0YFHUB+2rlzJ7y9vXH//n158qV9+/a4ceMGzp07hy+//BItW7ZUSuAAmT1vKleujI8++ggrV67E8+fPsWjRItja2kImkyEjIwOLFy9G+/btER8fXwBnR0RERERERJRP/PwQnxCPE53aI97CHJgxo6AjMggGk8Q5ceIEhgwZguTkZHnvmz/++ANHjhxB9erVNa7PzMwMkyZNwu3bt1GjRg0IISCEwOnTp9GnTx9ObkxERERERERFU0wMsHMn4u3s4F+5EuK//x4wNS3oqAyCQYz7iY+Px4gRI5Camgogs1fN8uXLMWbMGK3rdnZ2xunTp9G4cWOEhoZCCIHjx49j4cKFmDJlitb1FzaBgYFaHX/jxg2dPO5ERERERERUgGQywMQ48/81axZsLAbEIJI4y5Ytw5MnT+QTEXfq1EmniQQ7OzusW7cOzZs3lw/TmjdvHsaOHQtra2udtVMYNGnSpKBDICIiIiIiooJkbw8MGQLcvvXffcoXBjGcavXq1fLkCgB89dVXOm+jSZMmaN68ubyNmJgY/PPPPzpvh4iIiIiIiKjAtWgB9OlT0FEYnCKfxAkNDUVYWJj8fvHixdG6des8aatXr14AIO/xc/jw4Txph4iIiIiIiIgMT5FP4ly/fl3hvqura561VbFiRfn/hRC4ceNGnrVFRERERERERIalyCdxnj59Kv+/TCZD8eLF86ytD+t+8uRJnrVFRERERERERIalyCdxEhIS5P8XQuDly5d51taHdb979y7P2iIiIiIiIiIiw1LkkziWlpYK98PCwpCUlJQnbd28eVPhvoWFRZ60Q0RERERERESGp8gncVxcXBTuJyYmYv/+/XnS1o4dO+STGgNAuXLl8qQdIiIiIiIiIjI8RT6JU7duXYX7QgjMnj0bqampOm1n8+bNCAkJkbchk8lQr149nbZBRERERERERIaryCdx3N3dUaVKFQD/Lf0dEhKCiRMn6qyNmzdvYtKkSQq9cACgW7duOmuDiIiIiIiIiAxbkU/iAMDYsWMhhACQmcgRQmDVqlUYOnSowsTHuXHs2DF4e3sjOjpaobxUqVLo06ePVnUTEREREREREWUxiCTOuHHjULFiRfn9rETOli1bULlyZaxevVrjZM6VK1fQv39/dOzYEVFRUfJeOFlDqX744QeYmprq9DyIiIiIiIiIyHCZFHQA+cHMzAx///03vL29kZKSAuC/RM7z588xduxYfPHFF+jQoQMaNGiA2rVro2TJkrC1tYWZmRni4+MRGxuLe/fuITg4GMePH8fdu3cB/Je0ySKTydC9e3eMGjWqQM6ViIiIiIiIiIomg0jiAECjRo3w999/Y+DAgUhLSwMAhd4ziYmJ8PX1ha+vb451ZQ3Ner+OrPJmzZph69atOo6eiIiIiIiIiAydQQynytK7d28cPHgQpUqVUkrEZPXMUeeWtf+HCZxBgwbBz88PlpaWBXF6RERERERERFSEGVQSBwDatm2LkJAQjBgxQp6UyfJ+cia7W5as48uUKYO9e/di8+bNsLCwUNl2eHh4jnVXqFBB8tjWrVvneOzJkyd19jgRERERERERUeFicEkcALCzs8O6detw7do1jB07FsWKFVPqbSPlw30aNGiAVatW4e7du+jevXs+nwURERERERERGRKDmRNHSs2aNbF8+XL8+uuvCAgIwIULF3Dx4kWEh4cjOjoaMTExSE5Ohp2dHezt7eHo6IjatWujUaNGaNq0KapUqVLQp0BEREREREREBsKgkzhZrKys0L59e7Rv376gQyEiIiIiIiIiksQkTj5ydnbGuXPn8qz+atWq5VndRERERERERFSwmMTJR+bm5mjcuHFBh0FEREREREREesggJzYmIiIiIiIiItI3TOIQEREREREREekBJnGIiIiIiIiIiPQA58QBkJiYiIsXLyIgIADXr19HVFQUoqKiEBsbi/T0dMhkMjx48KCgwyQiIiIiIiIiA2bQSZzg4GAsXrwY27dvR0pKisI2IYT8/zKZLNt6Nm3ahK1bt8rvm5mZYceOHTAzM9NtwERERERERERksAwyiRMVFYVPP/0Ue/bsAaCYsHmfTCZTue19TZo0wYgRI+R1yWQy+Pr6om/fvroKmYiIiIiIiIgMnMHNiXPy5EnUrFkTe/bsgRBCnnSRuqnL3d0dnTt3Vkj4bNiwIQ+iJyIiIiIiIiJDZVBJnMDAQHTt2hWRkZEKyRsA8oTO+zdNZPXEyeq9c+zYMSQmJur6FIiIiIiIiIjIQBlMEuf+/fvo3r07EhMTlZI3Tk5OGD9+PLZu3Ypz585h27ZtGtffqVMnmJuby++npqbi9OnTOoufiIiIiIiIiAybwcyJ88UXXyA6OloheWNhYYGffvoJY8eOVUjA5IaNjQ28vb1x5MgRedmJEyfQsWNHreolIiIiIiIiIgIMpCfO8ePHcfDgQYUEjqOjI86fP49JkyZpncDJ4uXlBeC/1ayuXLmik3qJiIiIiIiIiAwiibNq1Sr5/4UQMDExga+vL2rVqqXTdurUqaPQzp07d3RaPxEREREREREZriKfxElPT8fRo0flEw7LZDKMHDkSjRs31nlbnp6eCvefPXvGyY2JiIiIiIiISCeKfBLn0qVLiI2NVSj77LPP8qQtBwcHpbI3b97kSVtEREREREREZFiKfBLnyZMnCvdLlSqFGjVq5ElbdnZ2SmXx8fF50hYRERERERERGZYin8R58eKFwn1XV9c8a8vU1FSp7N27d3nWHhEREREREREZjiKfxImJiZH/XyaToVixYnnWVnR0tFKZmZlZnrVHRERERERERIajyCdxLC0t5f8XQiAqKirP2nr58qVSmdQQKyIiIiIiIiIiTRX5JI6Tk5PC/cePH+dZW5cuXVK4b2RkhLJly+ZZe0RERERERERkOIp8EqdSpUoK99+8eYPbt2/nSVsnT55UuO/h4QFjY+M8aYuIiIiIiIiIDEuRT+LUrVsXJiYmCmXbt2/XeTvR0dH4559/IJPJIISATCZDkyZNdN4OERERERERERmmIp/EsbS0RPPmzeWJFSEEli5dqjDhsS4sWLBAaSWqrl276rQNIiIiIiIiIjJcRT6JAwCDBg1SuB8TE4Phw4frrP5Tp05h/vz5kMlk8jIHBwcmcYiIiIiIiIhIZwwiiTN06FCUKlUKAOS9cfbv34+hQ4ciNTVVq7pPnDiBXr16ISMjAwDkPX7GjRsHc3NzrWMnIiIiIiIiIgIMJIljbm6OefPmQQgB4L9EzpYtW9CwYUMcO3ZM4zpjY2Px9ddfo0uXLoiJiVHohVOqVClMmzZNZ/ETEREREREREZnkvEvR8PHHH2Pv3r3w9fWFTCaTJ3KuXbuGjh07wsPDA3369EGDBg2U5rYBgLS0NDx8+BDXrl2Dr68v9u/fj7i4OHnPG+C/Xjhr166FjY1Nfp8iERERERERERVhBpPEAYBNmzahTZs2CAoKUkjkCCEQGhqKn3/+WeWxlpaW8iFTABR69bxv7ty56Ny5c96cABEREREREREZLIMYTpWlWLFi8PPzQ5cuXRSSMB8mdLK2vf9venq6wvasY7K2CyEwZ84cTJ8+vWBOjoiIiIiIiIiKNINK4gCAvb099u/fj/nz58PExESeqAEUEzofen/b+9uFEChRogR27dqFGTNm5Ms5EBEREREREZHhMbgkTpavvvoKd+/exeeffw4rKyuFHjiA6qQN8F/PG2tra3z55ZcIDQ1Fz5498/kMiIiIiIiIiMiQGNScOB9yc3PDH3/8gR9++AG+vr44ffo0zpw5g3v37qk8pmzZsmjSpAm6deuGXr16oVixYvkYMREREREREREZKoNO4mSxt7fHsGHDMGzYMABASkoKoqKi8ObNG8TGxsLY2BjFihWDi4sLkzZEREREREREVCCYxJFgZmaG0qVLo3Tp0gUdChERERERERERAAOeE4eIiIiIiIiISJ8wiUNEREREREREpAcMYjjV6dOnFe7Xq1cPNjY2Om8nPj4eV69eVShr2bKlztshIiIiIiIiIsNjEEkcb29vhWXCz507h4YNG+q8ndu3byu0JZPJkJaWpvN2iIiIiIiIiMjwGNRwKiFEvraVn+0RERERERERUdFmUEkcIiIiIiIiIiJ9xSQOEREREREREZEeYBKHiIiIiAxOWFgYVq9ejU8//RS1a9eGiYkJZDIZ5s6dq/IYmUym1u2vv/5SOG7Dhg05HnP48GGN4k9MTMTu3bsxffp0tG3bFnZ2dpDJZHB3d8/2uIyMDBw8eBCzZ89Gly5d4OTkBJlMBhMT9abK9Pf3R48ePeDk5ARzc3O4ublh/PjxiIyMzLHdP/74A3Xr1oW1tTUcHBzQrl07HDp0SO1zJiIiA5nYOL+kpKQo3DczMyugSIiIiIgoO7///jt+//13jY5p1qyZym3R0dG4ffs2AKBx48aS+5QsWRIeHh6S24oXL65RLHfv3kXv3r01OgYA4uLi0LVrV42PA4BffvkF33zzDQCgVKlSqF27Nu7fv48///wTO3bswKlTp1C9enWl49LT0+Hj44MDBw7AyMgINWrUQHx8PI4fP47jx49jwYIF+Oqrr3IVExGRoWESR4eioqIU7hcrVqyAIiEiIiKi7Dg6OqJbt25o2LAhvLy8sGbNGvz777/ZHnP27FmV22bOnInbt2+jYcOGqFKliuQ+nTt3xoYNG7QJW87U1BSNGzeGl5cXGjZsiNTUVHzyySc5HmdkZIS6deuiYcOGaNiwIUqXLq1WUufUqVOYPn06AODXX3/F5MmTIZPJkJKSgq+//hqLFy9Gnz59cPPmTaVePQsWLMCBAwdQqlQpHDlyBLVr1wYAbNmyBUOHDsW0adPQqlUreHl55eKRICIyLEzi6NC1a9cU7tvb2xdMIERERESUrZkzZyrc37ZtW67rEkLg77//BgAMHTpUq7jUVb16dZw7d05+/+TJk2odZ2triytXrsjvh4eHq3Xc4sWLIYRAp06dMGXKFHm5mZkZfv31V/j5+eHWrVvYunWrwmOQkpKC+fPnAwAWLVokT+AAwKBBg3Dy5EmsXr0ac+fOxd69e9WKhYjIkHFOHB1JSUnB5s2bIZPJIISATCZD1apVCzosIiIiIspjZ86cQXh4OExNTTFgwICCDidPBAQEAAD69u2rtM3Y2Bg9e/YEAOzYsUNhm7+/P6Kjo2Frayt57MiRIwEAR44cQXx8vI6jJiIqegwyiSOTyXRWV1xcHA4dOoT27dvj/v37Ctvq1Kmjs3aIiIiIqHDavHkzAKBTp05wdHRUud+1a9cwaNAgtGnTBj179sT333+PBw8e5FeYWomOjgYAlC1bVnJ7Vvn58+cVyrPuN2zYEKampkrH1a9fHxYWFkhOTkZwcLAOIyYiKpr0fjjV6dOnMWLECI2O6dmzJ8zNzbVqNzU1FW/fvkVsbKzKfXr16qVVG0RERERUuCUnJ2Pnzp0Ach5KFRwcrJCo2Lt3L+bMmYPvv/8eM2bMyMswtWZnZ4c3b97g6dOnktuzyl+/fo2oqCg4ODgAAO7duwcAqFixouRxJiYmcHFxwb1793Dv3j20aNEiD6InIio69D6Jk5iYiPDwcPkwJlWytgkhclwCMbeyevjIZDI0bNiQPXGIiIiIirh9+/YhJiYGdnZ26N69u+Q+9vb2mDBhAgYMGAB3d3fY2dkhJCQECxcuxKZNmzBz5kzY2dnh888/z+fo1efl5YXDhw9j165d8iFQWTIyMhTms4mOjpYncbJ68GS3+lbWtqx9iYhItSI1nEomk0ne1N1P2xuQmSSytLTE+vXr8/v0iYiIiCifZQ2l6tevHywsLCT36dmzJ/744w80bdoUJUuWhLm5OerUqYONGzfiiy++AJA50XJhnhNm/PjxAICDBw/ixx9/lP9AmpKSgs8//xw3b96U75uYmCj/f1JSEoDMCZBVyeoh//5xREQkrUglcQqKEEJ+8/T0xNmzZ+Hp6VnQYRERERFRHnrz5g0OHjwIABg2bFiu6vj+++9hbm6O2NhYnDhxQpfh6VT37t3x5ZdfAshMOBUvXhx16tSBg4MD/vzzT4WhZDY2NvL/ZyW2UlJSVNadnJwMALC0tMyL0ImIipQik8R5P5Hy4U2TfTW9mZqaonbt2vjkk09w8OBB3Lp1i8OoiIiIiAzA9u3bkZqaCjc3NzRv3jxXddja2qJ69eoAoLRIRmGzcOFC/PPPP2jTpg0A4O7du3B3d8fKlSvx7bffAgCMjIxQsmRJ+THqDJVSZ8gVERFl0vs5cVq1aoWwsDCV24UQqFixosLS37t27dIq0SKTyWBubo5ixYrBysoq1/UQERERkf7KGko1ZMgQrVY/zVq1KS0tTSdx5aU+ffqgT58+SuXbtm0DAHh6eip8Pvbw8AAAPHz4ULK+tLQ0REREKOxLRESq6X0Sx8LCAuXLl9foGGdnZ42PISIiIiLK8uDBA5w7dw5AZhInt9LT03H37l0AQLly5XQSW0H4999/AQDdunVTKG/UqBEA4OLFi0hNTVVaZjwoKAjJyckwMzNjb3YiIjUUmeFURERERET5ZdOmTQCAhg0bokqVKrmuZ+3atYiJiYGxsTG8vb11FF3+unjxInbt2gUzMzOMGTNGYVvr1q1RvHhxxMXF4Z9//lE6du3atQCAjh07olixYvkSLxGRPjOIJE7Lli3RsmVLtGrVCi1btoStrW1Bh0REREREeuzvv/8GAIUJfaXExcVh4MCBuHjxokJ5eno6Vq9ejUmTJgEARo4cibJlyyrsc/78ebi5ucHNzU13gWth+fLlePHihfy+EAKHDh1C9+7dkZGRgW+//RYVK1ZUOMbc3BxfffUVAGDy5Mm4du2afNuWLVuwdu1ayGQyzJgxI39OgohIz8mE1My/RHnk3LlzaNq0qUJZYGAgmjRpUkARERERkSEKCAiAj4+P/H5CQgKSk5NhZWWlsErS1atX4eLionBs1ucZU1NTPHv2DI6OjirbiYmJkU/Ya29vjwoVKsDExAT37t1DTEwMAKBz587YtWuX0hLlJ0+eROvWrQFAcrGOevXqyeeTSU1NRVxcHIyMjBQmCJ42bRqmTZumcJyPjw8CAgIAABkZGfKJhUuUKCHfZ+DAgViyZInCcfb29oiPj0fZsmVRunRpPH78GM+fPwcATJw4Eb///rvkY5CWlobu3bvj8OHDMDIyQo0aNZCQkCCfJ+enn37CN998o+ohJKJC7NnrV/jT91+M69EHZRydCjocg6D3c+IQEREREWkqNTUVb968USp/9+4d3r17J7+fnp6utE/WUKpOnTplm8ABAGtra8yfPx+BgYG4efMmHjx4gMTERJQoUQJdu3bFsGHD0K9fv1xNjBwVFaV0DhkZGQpl759LltjYWMlzf78sPj5eafs333yDgwcP4u7duwgODkaJEiXQu3dvfPbZZ/IVq6SYmJhg//79WLp0KdavX4979+7B1NQUbdq0weTJk9G1a1e1zpeIiNgTh/IZe+IQEREREREVDeyJk/8MYk4cIiIiIiIiIiJ9ZzDDqYKCgvD06VP5fRMTE3Tp0kUndUdHR+PMmTMKZQ0bNkTp0qV1Uj8RERERERERkUEkcdLT09GtWze8fPlSXjZo0CCdJXGsra0xfvx4REZGysvGjRuHpUuX6qR+IiIiIiIiIiKDGE61f/9++XKIWVMA6XIGfDMzM3z55ZcQQshvmzdvRlJSks7aICIiIiIiIiLDZhBJnL1798r/L5PJ4OXlherVq+u0jeHDh8PY2Fi+skB8fDz8/Px02gYRERERERERGS6DSOL4+flBJpPJe+H0799f5204OjqidevWeH+xryNHjui8HSIiIiIiIiIyTEU+iRMZGakwoTEAtG3bNk/aateuHQDIE0bnzp3Lk3aIiIiIiIiIyPAU+STO7du3Fe5bWFigRo0aedJWgwYNFO6HhobmSTtEREREREREZHiKfBInPDxc4X6FChVgZJQ3p125cmWF++/evZNPqExEREREREREpI0in8SJi4uT/18mk6F48eJ51pZU3bGxsXnWHhEREREREREZjiKfxHn37p3CfTMzszxrS6ruhISEPGuPiIiIiIiIiAxHkU/imJuby/8vhMDr16/zrK03b94olRkbG+dZe0RERERERERkOIp8EufDIU6RkZF51tazZ8+UymxtbfOsPSIiIiIiIiIyHEU+iVO+fHmF+2/evMHNmzfzpC1/f3+F+zKZDOXKlcuTtoiIiIiIiIjIsBT5JE7t2rWVynx9ffOkrT179ijcd3d3h6mpaZ60RURERERERESGpcgncZycnODh4QEgs2eMEAKLFi1SWLVKF06cOIGAgAB5GzKZDM2bN9dpG0RERERERERkuIp8EgcAfHx8IISQ34+KisLkyZN1Vn98fDwmTpyoVN67d2+dtUFEREREREREhs0gkjijR4+GTCYD8F9vnPXr1+O7777Tuu6kpCT4+Pjg9u3b8jYAwNXVFZ06ddK6fiIiIiIiIiIiwECSOO7u7vjoo4/kvXGyEjk//vgjevbsmetlx69cuYJ69erh1KlT8gRO1lCq6dOnw8jIIB5eIiIiIiIiIsoHBpNlWLBgAezs7OT3sxI5+/btQ8WKFfH5558jODg4x3qSk5Nx+PBh+Pj4oFGjRrhz5448OZSVwGnUqBFGjx6dV6dCRERERERERAbIpKADyC/lypXD2rVr0a9fP3lZViInISEBf/75J/78808UK1YMDRo0QLly5VC8eHFYWloiLi4OMTExCA0NxfXr15GamgoACj17sjg6OmLbtm35e3JEREREREREVOQZTBIHyJxoeMmSJZgwYYK87P1hUAAQFxcHf39/yePfnxz5/WOztpUoUQJHjhyBq6urrkMnIiIiIiIiIgNnMMOpsowfPx7btm2DtbW1QlJGJpPJb0IIyduH+2URQqBJkya4evUq6tSpk9+nRERERET5ITERePQIePAAiI0t6GiIiMgAGVRPnCz9+vWDl5cXJk6ciP379wNQ7FXz/v+zI4SAnZ0dJk2ahJkzZ8LExCAfTiIiIqKi78wZ4OpVICoKr99ZIdmsGDJcysNlVEfA2LigoytQDx4AJUtm5rXKlSvoaIiIijaD64mTxc3NDb6+vrhw4QKGDx8OOzs7lT1wpG5Vq1bF/PnzERERgdmzZzOBQ0RERFRUPXsGBAYCUVGQfT8bEbF2OHCtHG6ejgKOHy/o6PLFoUOHEKui99G9e8DRo8Dt2/kcFBGRATL4zIOXlxfWr1+P9PR0XLp0CUFBQbh37x6ePn2KhIQEpKenw97eHg4ODnB0dESdOnXQqlUrODk5FXToRERERJQf3rzJHEr1/16+tYK3WzguPi0D3LkDdOhQgMHlvUePHmHs2LEYOXIkli5dCgDw8tqBS5e8AQADBgBjxwLv3mXuHx4OmJsDzs4FEy8RUVFm8EmcLMbGxmjcuDEaN25c0KEQERERUWFSrRpw8SLw+DEef7kQL99aw8PhDfru+AiejnvR4PlzoHTpgo4yz0ybNg0zZszA6NGj8d133+W4/9OngKdnPgRGRGSAmMQhIiIiIsqOsTEwfDhw9izKPX+OchkZgLDBL+38MOlwJ5xtchiyEcMBNedV1CenT59GaGgotmzZovYxzZrlYUBERAaOSRwiIiIiopyYmADe3gpFnY23YeftEPxz8Dz6NWqY2WOnCElPT8cXX3yBxYsXw9jAJ28mIiosDHZiYyIiIiIirXTogK9bHsTXx7bj7fbtwOPHyvsIAdy4Afj6Avv2AU+e5H+cubR+/Xq4u7ujVatWBR0KERH9P/bEISIiIiLKDQcHVGnVCk39/fGzvz/mGBtnrrX9/rCqmBj8erwuvMq8QSu3R5D16A5x7jxQCOZhFEJApmIIWGxsLObMmYNTp07lc1RERJQdJnGIiIiIiHIp6PFjXHz6FLFJSXD8+WcY/X9SxKvMIlx6NhgA0NotDImpJmjl9ijzoMjIggpXLjw8HGPGjEHbtm3x66+/Km0XQmDgwIFwc3PL/+CIiEglJnGIiIiIiHJBpKZi0u+/Y1arVph+/DhuTZ6MUi4uWVsBbAZSUvD6cSI2X6uJy8/KQGzcBHTuV5BhA8hccapv37749NNPMW3atIIOh4iI1MQkDhERERFRLvzz8w1UL94Q/uGhmNivH0rNnSu5n+PDh/D8LhATD3VGQONjkJmb53Okik6dOoX79+9j69atBRoHERFpTi+TOBUrVlQqk8lkePDggdr757Xs4iEiIiIi/fbuZQK+XlQBC9r1xJprwPLfOqveuWJFdOp2EUsvJmLrAQsManQbqF49/4J9T9aKU7///jtXnCIi0kN6mcQJDw+HTCaDEEJepmpSNlX757Xs4iEiIiIiPSYEFk1+jB6VY/D7hSaYOikZZnZ22R/ToQMWnvsTPn//Dp99k2FduTJgaqrzuJDDZ9B169ahcuXKaNmypW7bJiKifKGXSZwsWYkSdZMz+ZVYyc9kERERERHlkytXgEuXEP0yFf2KZ+BWeSfcSyiDbpPccz7WwQGVuzdCl4uV8MuhQ/jB3BwYOxawtPxvn/h4YOtWICkJqFMHUCfRkp4OHDoEhIfjXqQNSjoJmHrVgVWzukq7xsTEYO7cuTh9+rT650xERIWKXidxiIiIiIjyRWoqcOoUEBsLh+9nY2W3fXCxjYXvgruQGZdXr46mTfFtq1YYvGsX0qOjYbxsGVCs2H/bY2ORlpAA/7AwtE9MVC+Jc+0acPkyACA4tCReXLVBj6gguDasodTT59SpU3BxcUFaWpq6Z01ERIWM3iZxNO3twt4xRERERJRrJiaAvT0QFwcAaOryGGHJZWBcv476dVhawt7FBQcGDcKC8+ex4MwZpV2EEDA2MsI+Cwt4RUYCzs7Z11muHODgAERFwdY8CWbG6Vh9uQ5Wlv3vY76X1wJcuPALYmJi0KNHD3z11VfYvXu3+nETEVGhoZdJnLCwsDzdn4iIiIhIgUwGDB8OXL8O4XUQsKmBGl5eisOh1Klj2DAgMBBTGzTA1F69lPeJi8ORa9cw6fBhBDRpAtnHH2c/z03JkkDnzjj141nMPdMKZ77YBZ8J/TDH5P1jpgKYiq+//hpGRkY4fuwYgk+cQJ02bdSPnYiICgW9TOKUL69ml9Vc7k9EREREpMTIKHOumjp1cl9HsWJAx47Z7tJx2zYsvXQJWw8cwKBGjbJfySojA+nHT+KLI93we6fDQN++mb2GJMyYMQOTu3SB3zffwG7SJODqVZX7EhFR4WRU0AEQEREREdF7OnTAb506YeaJE3i7b1/mfDyqXLuGvw/fRMMyIWjZ3Q5wcVG5q62tLdaMHAm7v/8GatcGVq7Mg+CJiCgvMYlDRERERFSYODigcvfu6F21Kn45dChzxar0dOX9IiIQ888/+PbkX/hf64NAu3Y51z18OPD4MdC9O/Dwoe5jJyKiPMX+k0REREREhU2LFvi2TRvUWroUI69cQfnIyMyJlbNkZAAvX2LOiRMYUbs2yrdvD9ja5lyvkVFmD5zHj4EOHYALF4BGjfLsNIiISLeYxCEiIiIiKmzMzWFXpgy29emDjdeuYcnq1ZK7xSYn45M6dRQTPDmpVw94+RLw9gYOH9ZFtERElE+YxCEiIiIiKozat0cTIdCkalV827MnYGHx3zYhgKgoHLl9G7NPnYK4cQOyhg2zX8nqfe3aAWfPAi1a5EnoRESUN5jEISIiIiIqjDw8Mm/Z6Lh9O5ZeuoQtBw9icOPGQI0a6tVtYpLZE4eIiPQKJzYmIiIiItJX7dvjt06d8K2/PxL2789+JSsiItJ7TOIQEREREekrBwdU7tEDfapWxS8HDwKBgQUdERER5SG9HE71ySefFHQIOZLJZFi7dm1Bh0FERERERV3z5pjZqRNqL1yIkbt3wy0pCejYUXGfa9eAvXszV6eytwdKlAA6d9ZsQmQiIipwepnE2bBhA2TqTtpWAIQQTOIQERERUf4wN4dJ2bKoWLw4dt66hakODkBY2H+THKenA48eZa5I9e4dULUqMGECsGEDMHx4gYZORESa0cskThYhREGHQERERERU4Obv24daJUti1ZUr+DkgAMYyGXaUKQPvZ88ydxACqFQJqFnzv4OcnAomWCIiyjW9TuIU1t44TC4RERERUX55fekSNvj7Y7a3N+5ERSF00iTITE0Vd8rIAN6+BWxtM5M3ISGAp2fBBExERLmmt0kcXSZK3k8G5VTvh4kjJmyIiIiIqMAIAcfPPsO15s0x+/p1LFy5ErIOHQo6KiIiyiN6mcRZv3691sefPn1anpDJSsTY29ujTp06qF27NkqWLAk7OzuYm5sjLi4OsbGxCA0NRXBwMEJDQ5GRkQGZTAaZTAYhBKytrfHNN9+gXLlyWp8fEREREZFaNm4EHj+GvZUVFnl6MoFDRFTE6WUSZ3guJ2B7+/YtBg8ejDNnzsiTLwDQt29fjBw5Eu3bt4eRUc6rrj99+hSbN2/GsmXL8OTJE8hkMrx9+xa//vortmzZgs6dO+cqPiIiIiIidcWHh+PS9avwatsGxfYfgOzq1YIOiYiI8ljOGYsiIikpCR07dsS+ffsghIAQAlWqVMGZM2ewY8cOdOzYUa0EDgCULVsWX3/9Ne7cuYOvvvpKvhpVbGwsevTogd27d+fx2RARERGRQUtKQvzaNfCv7ol4Kytg4kSgQoWCjoqIiPKYwSRxPvvsMwQGBsoTLl5eXjh79iyaNWuW6zqtrKwwf/58rFmzRj60Kj09HUOGDMHdu3d1GD0RERER0Xvi4oDXr/+7P2RIwcVCRET5xiCSOIGBgVi/fr18Dhw7Ozvs2bMHJUqU0En9n3zyCSZPnixPECUmJuKzzz7TSd1EREREREocHYF69TL/X7sWe+EQERkIg0jiLFiwAADkSZZvv/0Wzs7OOm1jzpw5cHJykt/39/fHVY5LJiIiIqK8YGQE9OyZ+f+P+gMfLilORERFUpFP4rx9+xaHDx+W98IxMjLCoEGDdN6Oubk5+vbtq7Dk+D///KPzdoiIiIiIAAD///lW/i8RERV5RT6Jc/nyZSQnJ8vvV6hQAaVKlcqTtpo2bQoA8oRRQEBAnrRDRERERERERIanyCdxQkND5f+XyWQoU6ZMnrX1ft1CCIW2iajwSk9Px+rVq9GqVSs4OjrCwsIC5cuXR8+ePbF3717JY86dOwcfHx84OTnB0tIS1apVw5w5c5CUlJTrOEJCQjB48GA4OzvDwsIClSpVwldffYWYmBjJ/U+ePCmfVF3VbcWKFUrHhYeH53jcN998k22sz549w5QpU+Dp6Qlra2vY2dmhRo0aGD9+PB49epTrx4CIiIiIiFQzKegA8lp0dLTC/ZSUlDxrKzU1VeG+qi9eRFR4REdHo0uXLjh//jxkMhkqV64MNzc3PHv2DHv37oWJiQl8fHwUjvn7778xfPhwpKeno2zZsnBxccHNmzfx3XffYd++fTh58iSsrKw0isPf3x9du3ZFYmIinJycUL16ddy5cwe//fYbdu/ejcDAQJW9CG1tbVGzZk3JbdnN/2Vubo4GDRpIbnNzc1N53JEjR/DRRx8hLi4ONjY2qFKlClJSUhAREYE///wTXbp0Qfny5VWfLBERERER5UqRT+Kkp6fL/y+EwJMnT/KsrQ/rzsjIyLO2iEh7GRkZ6NGjB86fP4/evXvj999/R7ly5eTbnzx5gocPHyocEx4ejpEjRyI9PR3z58/HV199BZlMhkePHqFjx464dOkSpk2bhqVLl6odR3x8PPr374/ExERMnDgRv/76K0xNTfHmzRv4+PggICAAI0eOxP79+yWPr1u3Lk6ePKnx+ZcuXRpnz57V6Jhr166hZ8+eyMjIwLJlyzBq1CiYmZkByHw8L1y4oPOJ44mIiIiIKFORH07l4OCgcP/p06e4c+dOnrR15MgRhfv29vZ50g4R6caqVatw9uxZtG7dGjt37lRI4ABAuXLl0LJlS4WyBQsWIDk5GR06dMDUqVPlc2CVL18e69atk9f74sULteNYsWIFXr16hapVq2LhwoUw/f8VRkqUKIEtW7bAxMQEBw4cwJUrV7Q5XZ0YM2YMkpKSsHLlSowfP16ewAEyJ45v0qRJtr14iIiIiIgo94p8EqdKlSpKZatXr9Z5O8+fP8f+/fshk8nkS5lLtU1Ehcfvv/8OAJgzZw6MjHJ+ORRCYPfu3QCAkSNHKm1v2rQpPD09kZqaqnIuHSm7du0CAIwYMQLGxsYK21xdXdGuXTsABb/i3fnz53HhwgV4eHhg+PDhBRoLEREREZEhKvLDqRo3bgxzc3OkpKTIEyxLlizBoEGDUL9+fZ21M2bMGCQmJsp/lQeAVq1a6ax+ItKte/fu4c6dO3BwcEDTpk2xd+9e7Ny5E5GRkXByckK7du0wdOhQmJuby4+JiIhAZGQkAKBZs2aS9TZr1gx37tzBhQsXMHr06BzjSEtLQ1BQUI51Hj58GBcuXJDcHhERgREjRuDx48ewsrJCjRo10L9/f9SpUyfbtuPi4jBmzBg8ePAAZmZmqFKlCnr37o0WLVpI7r9v3z4AQNeuXREbG4uVK1fi7NmzSE5OhoeHBwYOHIjmzZvneM5ERERERJQ7RT6JY2FhgZ49e2L79u3yVVfS0tLQpUsXHDlyJMcvOTkRQmDs2LHYt2+fQgIHAAYPHqxV3USUd7ISJ56enhg6dCj+/vtvhe3bt2/Hb7/9hsOHD8sn6b137x6AzAmBVa10V7FiRYV9cxIeHi6fFD3rWE3rDAsLQ1hYmPz+/v378fPPP+Ozzz7D77//rtS7J0t0dDRWrVolv3/o0CEsXrwYffv2xYYNG2Btba2wf9ZjZm5ujlq1auHx48fybX5+fli+fDnGjx+PpUuXKr0eEhERERGR9or8cCoA+OabbxSGSshkMrx69QotW7bEb7/9hrS0tFzVe/PmTXh7e2PNmjXysqyhVD179uRwKqJCLKtHzaVLl/D3339j1KhRCA8PR1JSEo4dO4aKFSvizp076NOnj3yS8qzV7uzt7VUmKYoXL66wb07e3y/rWHXrtLS0xMcff4zjx4/j6dOnSE5ORkhICL744gvIZDIsW7YMX3/9tVJ9JiYm6NevH/bv349Hjx4hOTkZDx8+xJw5c2BmZoZ//vlHcrhU1mO2cOFCxMTEYNOmTYiPj8fr16/xyy+/wMjICMuXL8eSJUvUOnciIiIiItKMQSRxateujYkTJ0IIIS+TyWRISEjAtGnT4O7ujm+//RbXrl3LcUWpN2/eYPv27ejRowfq1auHs2fPyhM3WWxtbbFw4cI8Ox8i0t7bt28BAKmpqWjRogVWr16N8uXLw9zcHG3btsWuXbsgk8kQFBSEAwcOAACSkpIAQGEy3w9lDb9KTExUK46sOrOrV1WdjRo1wrp169CmTRuUKVMGZmZm8PT0xKJFi7Bo0SIAwOLFixV66QCZEzbv2LEDXbt2haurK8zMzFChQgXMnDkTO3bsAAD8+++/OHPmjMJx7z9mixcvxpAhQ2BjY4MSJUpg2rRpmDRpEgBg3rx5uU6OExERERGRagaRxAGAX375Bd7e3kqJHCEEIiIiMG/ePNSrVw82NjZo0KABunTpggEDBmDYsGHo1asX2rRpAxcXF5QsWRKDBg3CgQMHkJaWppDAEULA1NQUf//9t3z4BREVThYWFvL/ZyUf3le7dm20bt0aAHD48GGFY1JSUlTWm5ycDCCzl4ymcaiqV9M6AeDzzz9HuXLlkJ6eDl9fX7WP8/HxQZMmTQD8N+Hyh7EWL14cw4YNUzr2yy+/BAC8ePECV69eVbtNIiIiIiJST5GfEyeLqakp9u3bh969e8PPz0+eeHk/AQNk/ip+5coVyaES7yeA3j82a5uFhQU2b96MLl265NVpEJGOvD90ydPTU3KfqlWr4sSJEwgPD1c4JiYmRqkHXpasIU+qhkZlF0d0dDScnZ21rhMAjI2N0bBhQzx58gT3799X+zgAaNKkCc6dO6d0XFb7lSpVgomJ8tuHi4sLbGxskJCQgPDwcHh5eWnULhERERERZc9geuIAgLW1NQ4ePIh58+bB3NxcqVdO1g3ITMp8eHt/nw8TOA0aNMCFCxfQu3fvfD8vItLc+3NWvb8C1fuyytPT0wEAHh4eADJ7xjx79kzymIcPHyrsmxM3NzeYmpoqHKttnVmy6tV0aJOq47IeM1WPF/DfkLCsx4yIiIiIiHTHoJI4QOav09988w2uXbuGnj17wtjYWJ6kyfJhsubDpA3wX5KnXLlyWLRoEc6fP4+aNWvm9+kQUS7VrVtXPjwop+RJ2bJlAQCurq4oXbo0ACAgIEDymKzyRo0aqRWHiYkJ6tWrp9M6s9y6dQtA5hw4ujgua5jVh3PsZImNjUVUVBSA/x4zIiIiIiLSHYNL4mTx8PDArl278OjRI8yZMwdNmjSR987J6VauXDn0798f+/fvR3h4OCZNmqSw+hURFX7W1tbyoY9//fWX0vbnz5/jyJEjAIA2bdoAyEzw9urVCwCwdu1apWMCAwNx584dmJqaokePHmrHktWDb8OGDUo9WCIiInDs2DEAQJ8+fdSu8+jRo7h58yYAoF27dmofd/v2bfkcQB8e5+PjA3Nzczx79gx+fn5Kx65fvx4AUKxYMQ6lIiIiIiLKAwafeXB2dsaMGTMQEBCAuLg4XL58Gf/88w9Wr16NBQsWYO7cuViyZAk2bdqEQ4cO4dmzZ3j06BG2bt2KLl26qFxmmIgKv++++w7GxsbYtm2bQiInJiYGI0aMQGJiIipWrIh+/frJt02dOhVmZmY4evQoFixYIO/F9+jRI3zyyScAgFGjRsl77GT5559/4ObmhubNmyvFMXbsWDg6OiIkJASTJ09GamoqgMzV8AYNGoS0tDR07twZ9evXVzhuwIABOHHihMKqekII7N69GwMGDAAAdOjQQakHz5gxY+Dr6ytvJ8upU6fQuXNnpKWloVq1akpJI0dHR3z++ecAMidOfvDggXxbYGAgfvjhBwCZE0W/P2EzERERERHphkx8OFsvUR46d+4cmjZtqlAWGBgoH6ZBlN9WrFiB8ePHQwgBV1dXlCxZErdv38a7d+/g6OgIPz8/1KlTR+GYjRs34uOPP0ZGRgbKli2LkiVL4ubNm0hNTUX9+vVx6tQpWFtbKxyzYcMGfPzxxyhfvrx8ouT3HT9+HN26dUNSUhKcnJzg6uqKkJAQvHv3Dm5ubjh37pxSYsje3h6xsbGwtraGu7s7zM3NERYWhlevXgEAvLy8cPDgQTg6OiocV6dOHVy7dg3m5ubw8PCAtbU1njx5gqdPnwIA3N3dcfjwYVSqVEkpzuTkZHTu3Bn+/v4wNjZGzZo1kZycjJCQEABA586dsXfvXvm8OkRElHeevX6FP33/xbgefVDG0amgwyEiA8TXofxn8D1xiMiwjR07FqdOnUL37t3x7t07XL9+HSVLlsRnn32G4OBgpQQOAAwbNgxnzpxBt27dkJiYiNu3b6NixYqYPXs2zp49q5TAUUfbtm1x+fJlDBgwADKZDDdu3ECpUqUwefJkXLlyRSmBAwA///wz+vfvDxcXF0RERODKlSsQQqBt27ZYvXo1AgIClBI4ADB9+nQMGzYMHh4eeP78OYKCgvDu3Ts0a9YMv/32G65evSqZwAEyJzU+evQoFi5ciJo1a+LevXuIiIhAw4YNsXz5cvj6+jKBQ0RERESUR9gTh/IVe+IQERER6QZ/ASeigsbXofzHnjhERERFUFhYGFavXo1PP/0UtWvXhomJCWQyGebOnavymOfPn2Pjxo34/PPP0bBhQ5ibm0Mmk2HUqFFqt+vn54c+ffqgTJkyMDc3R+nSpeHt7Y0FCxbk6jyePn2K0aNHw8XFBebm5nB1dcWYMWPkw/8+NGLECJWrTL5/a926teTxSUlJ+OGHH1CtWjVYWlrCyckJPj4+OH/+fI6xxsTEYNasWahduzZsbW1hY2ODKlWq4JNPPsH169dzdf5ERERE72MSh4iIqAj6/fffMXr0aKxZswbXr19XWvlMyrZt2zB8+HAsW7YMly5dQkpKitrtCSEwbtw4dOjQAbt27YKxsTFq164NS0tLBAQE4JdfftH4HG7fvo1atWph9erViI+PR40aNRAXF4dVq1ahdu3auHPnjtIxlStXRrNmzVTeTExMAECyB+jbt2/RvHlzzJo1Cw8ePEDVqlVhbm4OX19fNG/eHNu2bVMZ69WrV1G1alX88MMPuHv3LipWrAh3d3e8evUK69evx+nTpzU+fyqacpNgBYD4+Hj88MMPqFu3LmxsbGBmZgavOnWxe9U63LimfpLw2LFj8mSmJqsXfkgqwerj44OxY8eicePGsLe3h5mZGcqUKYM+ffrA398fALBr1y60a9cODg4OsLS0ROXKlfHNN9/Az88PPj4+cHJygqWlJapVq4Y5c+YgKSlJ3uazZ88wZcoUeHp6wtraGnZ2dvDw8EDlypVRsmRJWFhYoFKlSvjqq68QExMDAAgODsbQoUNRvnx5mJmZwdraGnXq1MGsWbMQFxencE6JiYnYvXs3pk+fjrZt28LOzg4ymQzu7u7ZPhbPnz/HnDlz0K1bN1SqVAm2trYwNzdHhQoVMGzYMAQHB2d7vL+/P3r06AEnJyeYm5vDzc0N48ePR2RkpNrXQwiBli1byq/t2bNn1T6WiPSMILm0tDQREhIiAgICxL59+8TmzZvFX3/9Jf7666+CDq3ICAwMFAAUboGBgQUdFhFRkTNnzhzRrVs38cMPP4hDhw6JPn36CABizpw5Ko9Zu3ataN++vZgxY4bYu3evmDBhggAgRo4cmWN706dPFwBEjRo1xMWLFxW2xcbGCl9fX43iT0tLE9WqVRMARJ8+fcTbt2+FEEIkJCSI3r17CwCiVq1aIj09Xe067927J3/vuX37ttL2MWPGCADC09NThIeHCyGESE9PF7/88osAICwtLUVERITScU+fPhUlSpQQMplMzJ49WyQkJChsDw4OFjdv3tTk9KkImzRpktJnoZz+Nl+8eCEqV64sAAgjIyNRqVIlUbt2bWFtbS0ACGNjY7Fly5Yc205MTBTu7u7yNtu2bZurc7h165ZwcHAQAISdnZ2oV6+ePBYAQiaTicqVK4u6desKGxsbeXn9+vXl/3d1dRUNGjRQ2A5AlC1bVtStW1eYmpoKAMLLy0u8fftWHD58WNja2goAwsbGRtStW1e4ubnJj7O1tRX16tUTVlZWAoCoWLGiWL16tTAxMZEfU7t2bVGpUiVhZGQkAIhKlSqJZ8+eyc/r6tWrktemUqVK2T4efn5+8n0dHR1F7dq1RbVq1eSxGBsbi3Xr1kke+/PPP8uPLVWqlPDy8hLFixcXAESJEiXUfu1YvXq1QsxnzpxR/4ISaeHpq5di5to/xdNXLws6FINh8EmcBw8eiG+//VZ4e3sLa2trYWRkJHnLTlhYmLhw4YL8FhQUlE/R6x8mcYiICsbw4cNz/KL4oVmzZqmVxLlx44YwNjYWTk5O4sWLF9qGKoQQYseOHfIvMXFxcQrb4uLiRIkSJQQAsWvXLrXr/O677+RfJD/07Nkz+Zc9qfel9u3bCwBi4sSJStv69+8vAIhZs2apHQsZrtwkWEeOHCkAiCpVqoiQkBB5+b3wMFG3VXN5EiM2NjbbtmfMmCEAiB49euQ6iaMqwerr6ytP5FSvXl2eYE1OTpYnebMSGlu3bpXXd/PmTXlSxd3dXWRkZAghhAgPDxdVqlQRAET//v2FhYWFMDMzE8uWLRPJyckiLi5OODk5CQCiX79+IjQ0VAghxOvXr0WzZs0EAPnf9Lhx4+RxCpGZhPLw8BAAxPDhwxViady4sZgwYYLYtGmTWLdunVpJnNDQULFmzRrx+PFjhfK4uDjxxRdfCADC3NxcafvJkyeFTCYTAMSvv/4qP/fk5GT5cVWqVBGpqanZtv/y5Uvh4OAg6tatK8qVK8ckDuUrJnHyn8EmcYKCgoSPj48wMTGRJ2pkMpnkLackzt9//62U9Ll7924+nYl+YRKHiKhg5GUSJ6sHy9y5c7UNU27AgAHyL19Sxo4dKwCIgQMHql1nxYoVBQCxePFipW0rVqwQAETVqlUlj922bZsAIMqUKaNQ/uTJE2FsbCzs7OyUeuAQqUOdv83SpUsLAEo92p6+ein+t2qpcPj/pObBgwdV1nH79m1hZmYmOnfuLNavX5/rJI6qBGtsbKyIiopSmWAtVqyYACDKly+vUD5+/HgBQN7z5vTp0/JtAQEB8p49AMT69evl2+bPny//m01LS1Oo89GjR/LEkIODg2QSZM+ePQKAKFmypMpz9ff3VyuJk52MjAxRvXp1AUCsWrVKYVvPnj0FANGpUyel49LS0uTHbdy4Mds2Bg8eLGQymTh37pwoX748kziUr5jEyX8GNyeOEALz5s1DkyZNsG/fPqSnp0NkJrMkJz5Ux0cffYTSpUvL6wGAjRs35uVpEBERFRr79u0DAHTr1g1XrlzBZ599hvbt28PHxwfz5s3Dy5cvNa4zayLhZs2aSW7PKr9w4YJa9QUGBuLhw4cwMTHBwIEDc93es2fP8PjxY3n5wYMHkZ6ejtatW8PY2BjLli1Dr1690L59e4waNQoHDx5UKz6i7CQmJgIAKlasqLTNyNgY5cqVAwCkpaVJHi+EwJgxY2BkZISlS5dqFcuuXbsAZH7+LVasmLzc1tYWxYsXR79+/QAAy5cvx9SpU+Xz48THxwMAXr58KZ8fRwiB3bt3AwAaNWoEANixYwfOnTsHHx8f+Pj4QCaTQQgBa2tr9O/fXymOESNGID4+Htu3b8eUKVPQvHlzeHp6IiMjAwBgZmYmnwvrfZUqVQKg+jFLTEzEmTNnAGT+3as7P87r16+xatUq9O3bFxUqVICFhQXu3r0rjzk2Nla+b0BAAACgb9++SEhIwPz589GnTx9UqVIFjo6OCAkJAQBMmzYNp06dkmzv2LFj+PvvvzFq1Cg0btxYXv7555/rzfw4QgicPXtW4fkiNZ+SOtasWSM/b1WT8oeGhuKnn35Chw4dULp0aZiamsLBwQGtW7fG+vXr5c8dTeR2PqX33b17F2PHjkXFihVhYWEBBwcH1KtXD1OmTEF0dLTS/idPnsRPP/2EXr16oWzZsvLzfvLkSbbtXLp0CQsXLsSAAQNQoUIFvXme0HsKLH1UAFJTU0W3bt0Uet182IPmwx446vTEESKzi/b7x7i5ueXDGekf9sQhIioYedUTJzIyUv5L+aJFi4SxsbHS67ytra3w8/NTu93k5GT5r+iq3iOyfqE3MjISKSkpOdaZ1XOnS5cuktuzhl/MmzdPcntGRoYwMzMTAMTx48fl5Vm9kMaMGSNq1qwpOZ9Gr169RFJSkhpnToZInb/NFi1aSPbkePrqpZjy+6/CyspKmJiYSM7ZJMR/86V8//33QgihVU+crHloNm/eLLl906ZNCs9/IyMjeS+4928zZ84U4eHh8vvjxo0TAESFChXkryNly5YVlpaW8n3q1asnfvjhB9G1a1d575xly5aJ3bt3S/7t4f+Hb0VFRSnFmdX7rmPHjpLnkdv5cZo3by7ft3jx4qJu3bryYV34/55IDx48EEIIefmhQ4cU5uwqXry4qF69uihbtqxC21nXL0vWHEclSpQQb968EUIIeU+c92+FvVfOsWPHFJ4vUvMpzZw5M8d6soaVZR0j9d6Vlpam8NiUK1dONGjQQJQsWVJe1qFDB5GYmKjROeT2+ZJl/fr1wtzcXH79GzRoIDw9PeXzKt24cUPpGDs7O8k2Pxy296HatWtLHpfb5wl74uQ/g+qJ8/HHH+PAgQMKvW4AyHvQVK5cGR07dkT79u01rrtv374K9yMiIhAaGqqTuImIiAqrrNVTZDIZpkyZgoYNG+LKlStITk7GrVu30L59e8TFxaFPnz4KPViyExsbK/8ltHjx4pL7ZJVnZGQorTDzoZSUFOzYsQMAMHToUMl9sn7lVNWeTCaDvb29wr7Af+e/bt06hISEYPHixYiKikJcXBzWrFkDS0tL+a+zRLk1e/ZsmJqaYurUqVi/fj1evHiBt2/f4tKFC9j+x3K8e/cO33zzDVxcXJSOffXqFb7++mu4u7vj66+/1iqOlJQUREREAJDuFfRh+ZIlS/D69WtcvXpVXubh4QEAmDt3LjZt2gQAMDc3l/8dh4WFIT09HfPnz8fjx4/lvYxMTExw5coVfPfdd/LP8wDw2WefYe3atWjZsiW++uor7NixA/PmzZO3l56eju7duyMwMBBv377FixcvsHbtWkybNg3FihVT2Pd9pqamqFatGgCgZMmSWLdunVqPkbGxMYYPH47jx4/j4MGDKF26NNLS0tCuXTt4eHjg0aNH8h5FdnZ2ADJX+rK3t8eSJUsQGhqKqKgo3Lx5EyNGjFCoe/bs2bh06ZL8/ty5c3H//n388ssvcHBwkJ9v1uOc9dgVdkIIuLu7Y/ny5Xj9+jXu3r2LK1eu4M2bN/LXzrlz52L//v3Z1vPll18iJiYGXbt2zbYte3t7zJw5Ew8ePMDjx49x6dIlvHjxAtu3b4elpSWOHj2KmTNnanQOpqamaNy4MSZMmIBNmzap/XwBgMOHD2PkyJGwsLDA9u3b8fr1a1y6dAkhISGIjY3FsWPH4OzsrHRc9erVMWLECCxfvhyXL19Wu72KFSti4MCBWLRoEQICAvTmeULvKcgMUn5asmSJUs8bmUwmXFxcxMKFC8XLl/9lDs+fP69xTxwhMsfav3/M8v9j7z7DorjaMAA/S++9K4gNe0WwN+y9ptgToykmscRY4meJJRpLVGLsMdFoihqNvRuNDRVR7F2woYAgvcN8P8Ydd9ldWOpSnvu6VmBmTplhWXffOec9q1YV1emUWhyJQ0SkG0U1Euf06dNKI26y3/FOSkoS3NzcBADCV199pVW7T548keqU37HO7uHDh1rfdZTfpbeyshKSkpLUHiMfKbBhwwaN9bi7uwsAhM2bN0vbOnToIPVjxowZKmX8/f0FQExqqvheg0hO27/NkydPSiNyFB/WDvbCitWa33MOGTJEACAcOnRI2pbfkTgRERFSu4oJlhXdunVLOubVq1eCIAjC2rVrpW1DhgwRunXrJgAQmjRpIgAQHB0dlUZCdOrUSaov+2gUfX19YefOnUojNwAI/v7+KucHQDAyMpJegxQfffr0UbtKnSLFnDja5seR5/6RP5ycnIRly5YJGRkZwvnz56Xtly9fFrp27SoA6kcIZmZmCnXr1pWOb9eunQBAmDZtmnSdjYyMhBYtWkgJkQVBkJJLr1mzptTkx4mNjc0xebP8+dK7d2+Nx8hXCPvss89y/L8rKytL7cgsOflqYba2tnla/TA7bZ8vqampgoeHhyCTyZRGeeaHtv8nZlfQ5wlH4hS/cjESJzY2FrNnz1YZeTNo0CDcunULEyZMgKOjY4Hb6dChgzTKBwDnFRIRUZlnYmIifT98+HCVkSympqb49NNPAYh3G/NaZ1pamtpjUlNTldrIifxu/8CBAzUeK29TU3uKbSrWodjXcePGqZT55JNPYGZmhtTUVJw8eTLHfhLlJCQkBBEREZDJZKhUqRLq1asHE1NTxL6Kwh9bfkdoaKhKmePHj+P333/HwIED0aVLlwL3ISUlRfreyMhI7THGxsbS98nJybh8+bLS38bWrVthZWUFQByBAgAJCQlKubOGDh0qfZ+eni597+rqiszMTJw7d07aNnbsWADA/Pnz1ea3SU9PR1xcHExNTVGvXj1UqlQJMpkMx48fx6ZNm/KV/yQnLVu2RMuWLVGzZk2YmJggIiICf/31F65fv46mTZtKo2/u3buHMWPGABBza3333XfS6KK0tDR88cUXuHHjhlSvh4cHACApKUnKcZSZmYlVq1ZJnz2OHTuGxMREAOIojdLCyspKbd4iOfksCU2zHFJSUvDZZ5/ByclJ48gqOZlMpnHEJQB07twZgDjiMjIyMreuF9jOnTvx5MkTdOjQAX5+fkXeHpUN5SKI4+/vj6ioKACQgiwffPABfv/9d1hYWBRaOw0bNpS+FwQBt27dKrS6iYiISiLFN8M1a9ZUe0ytWrUAQO2HTHWsra2hpye+RVGXzFFxu56envSBUJ2YmBjs378fgOapVMDb89DUniAIiImJUTpW8XsHBwfY29urlDM2NkblypUBaH/+RNktWLAAH374IWQyGYKDgxEaGopr167h2q2baNi6BQLOnkXLli2VkuampKTg008/hYWFBZYtW1Yo/chrgDUiIgI9e/ZESkoKBg0ahAEDBiAjIwNbt24FAOn9eXJyMvr16yeVa9++vfS9vr6+9LVr164AICUKBiAFQsLDw5WmbcnJb9xGRETg2rVrCA0NxZUrV+Dm5oaFCxdKQaDCcvDgQZw5cwa3b9/Gq1evMHv2bAQGBqJVq1a4d++eFJQyNTVFr169MGHCBADA9OnTYWtri4YNG8LOzg6rV69Wes26efMmAKBx48bYsGEDTp8+jS+++AINGjQA8DaQIX/tLEvkwUNNQXj5tLLFixdL014L2lZO7RUmxYUBwsLCMHPmTHTv3h3dunXDxIkTce3atSLvA5U+Ze+vXI1du3Yp/VytWjWsW7eu0NuRv4jK3b9/v9DbICIiKkk8PT2lO++Kd+AVybfLczXkxsjISLrr/OjRI7XHyLd7enrC0NBQY13btm1Damoq3N3d0bZtW43HyfN0aGrv+fPn0odW+bEAUKNGDQCaz11xn7bnr2shISFYv349Ro8ejQYNGsDAwAAymQzz5s3TWObbb79Vu8qn4uPOnTtqy6alpcHf3x/NmjWDtbU1DA0N4erqin79+uHff//N93k8f/4cH3/8Mdzd3WFsbAwPDw988skn0ugPTXbu3ImOHTvCzs4Opqam8PLywtSpU5UCJIri4+OxZcsWDB06FF5eXjA1NYWZmRnq1KmDSZMmSXmTtCEIAtq0aaO0WkxERATmzJkDANi4cSPq168vHW9uYYHuwwbDq0YNhIWFYdWqVdK+hQsX4sGDB5g1a1ah5bzIa4D1nXfewYsXL9CjRw9s2rQJ27Ztw7p162BmZgbg7d+EgYGBtDoVAKX+ykf8mJqaSiv9KF5TCwsL6aasukCpgYEBVq9erXTjtkGDBti4cSMAYM2aNVrn68orc3NzzJw5E2PGjEFiYiI+//xzJCUlQV9fX1pJaunSpfj777+lURh3795FtWrVsHbtWnz99ddSXUFBQWjevDm6du2KKVOmwNXVVXpeAG8DGQUNYpQ0giBg+/btANSvHnj79m0sXrwYrVu3xvDhwwvcnjx/Wt26dXO8QVBYgoKCAIivI3Xr1sXcuXNx8OBBHDp0CEuXLkWjRo3w/fffF3k/qHQp80Gc58+fIzg4WFqeUCaT4dtvv81xyF5+VahQQenn5ORkvHr1qtDbISIiKin09fXh4+MDIPeAS/b/J3Mi/0AnX4I3O/l2xQ9+6sinUg0dOlSaclCQ9tzc3JSSxzZv3hyA+KFS8Q6uopCQEAB5O39d8vf3x8cff4yff/4Z165dy1Pwyd3dXZpOkv0h/+CuKCkpCe3atcP48eNx4cIF2NnZoX79+khJScGuXbvQoUMHLFq0KM/ncOvWLdSvXx/r16+XPhzFxcVh3bp1aNCggcaA0pgxYzBgwAAcP34clpaWqFu3Ll68eIGFCxeiUaNGagMyY8aMwbBhw/D777/j5cuXqFmzJipWrIi7d+9iyZIlqFevnlIy2pzIR1gounTpElJSUmBhYQFfX1+VMnr6+mjeooV0rJx8VMqiRYvg4uKi9JBPbzp9+rS0TZtARl4CrPr6+nj06BHatm2L7du3w9DQEHp6ehAEAUlJSTAyMpKCdBkZGTh//rzUhuLfqjwIamZmJo18S05OloK3jx49kgI96p6rzs7O0mgeRc2aNYOFhQUyMzMRHByc67kXhDzRrvx3O2LECDg5OUn75c+5mJgYaTn5Tz75RLpBrKenh2+//RbHjx/H8+fPER0djZiYGHh5ecHFxQUODg747rvvYGhoKAXR+vTpU2TBqeK0fv16XLlyBUZGRhg/frzSPvm0sqysLKUAZn7duHFDqmfy5MkFrk8b8teUOXPmwMTEBHv27EFycjKeP3+OiRMnIisrC9988w327NlTLP2h0qHMB3GyD0EzNDREr169iqQtdZHv3FbMICIiKu3effddAMCff/6plL9CbtOmTQCQp/n+/fv3ByDeFY2Pj1faFx8fL92Zzb46pKLQ0FAp+JLTVCoA6N27NwwMDHD79m0EBASo7N+wYQMA8cOWorZt28LJyQlZWVlSwEjRrl278Pr1a+jp6aFdu3Y59qGkcHBwQM+ePTFnzhwcPHhQ5ZxzMnLkSJw5c0btQ/7hX9HSpUsREBAAR0dHnD9/HiEhIQgKCkJERAS+/fZbAMC0adPw4MEDrfuQmZmJd955B9HR0RgwYADCwsIQFBSE58+fo3///oiKisJ7772nkgvlt99+w+rVq2FgYIA///wTjx8/RmBgIF68eIH33nsPISEhSrlaFPXt2xfHjh1DdHQ0rly5gnv37uHu3bvw9fVFVFQUBgwYIH041yQxMRFTpkxBo0aNlEaiZH/+qyNAzKWiLpAYGRmJ8PBwpYf8/WlaWpq0TdtgXW4BT3nup/T0dPj4+GDv3r3StBTF/Djz5s1D69at4eLiolSfubm5Un2KfZUHdFJSUtC4cWMAkK47oD5Q6uzsrPFc5DloNAVgC4s8V09qaioqVqyIxYsX53h8o0aN0LJlSyl/TlZWFrZv366UCyg5OVn63cmnpaWnp0vnFB0dXej5fopb9udL1apVlfbLg57jx49H3bp1C9RWTEwMBgwYgLS0NHTv3j3X/zMKizyHUXp6OrZs2YJevXrBxMQEbm5uWLJkiTTNcPbs2cXSHyolij+XcvH69ddflVaaqlOnTq5l8rs6VUZGhkq54ODggp5CmcLVqYiIdKOoVqcSBHEFKvnKTZ999pmQmpoqCIL4/+K0adOkFWJu3rypVC4gIECoVKmSUKlSJZU6MzIyhJo1awoAhAEDBgiJiYmCIAhCQkKCMGDAAAGAULdu3RxXD5k7d64AQPD29tbqfEePHi0AEGrWrCmEhoYKgiCuZLJo0SIBgGBiYiI8fvxYpdyKFSukVWguXbokbb99+7a06sfQoUO16kNJpM1zR/5cmTVrVp7qbtasmQBA+PHHH9Xub9iwoQAgTyt+btu2TQAg2NvbC3FxcUr74uLiBHt7ewGAsHPnTrVtffrppyp1xsXFCY6OjgIA4dSpU0r7oqKiNPblyZMngpGRkdr25OTXt379+oJMJpP+LvBmtZigoCDpPdP58+eVyj6PjBCmrftJ8KpRQwAgjB8/PsdrI5ff1akEQRC2bt2q8fpGRkYKhoaGAgDB3d1d6do8evRIcHV1FQAIgwcPllZU+uyzz1RWc5I7e/as0r4vv/xS+ttfuHChAEBwdnYWAAiWlpZCcnKyIAiCsGTJEqlMlSpVhIyMDJXzUKxb0/v1/KxOpU79+vUFAIKBgYHSa0ROLly4IOjp6QmGhobC7NmzBRMTE8HAwEBlBaH169cLAIRx48YJgqC80lBpWZ1KHU3PF7mIiAjBzs5OqFixohAfH6+0T9v/u+RSUlKEtm3bCgCEOnXq5Lh6lba0fb7IVxOrW7eu2v2nTp2Snqe5rXAoP46rU5V9ZX4kjmKme5lMlmM0vqDU3WEpLfPfiYiobDl79iwcHBykx19//QVATJCquF1xuP3Tp0+V9smnsWzZskVpe/Y78Kampti5cyesrKywevVquLi4wNfXF66urpg/fz709fWxbt061K5dW6lcSkoKHj9+jMePH6v0X19fH9u3b4etrS127NgBNzc3NGnSBBUqVMCOHTtgZ2eHrVu35pjEc8uWLQByH4Uj98MPP6BRo0a4c+cOvLy80LhxY7i7u2Py5MnQ19fHzz//rHY0yeeff44hQ4YgIiICPj4+qFu3Lho0aIA6derg8ePH8Pb2xooVK7TqQ3kjf+9UpUoVtfvld97VrTqkyc6dOwGII8QsLS2V9llaWuKdd94BAGk0FyDeDb969SoA9aO7LC0tpVVr5Dkz5Ozs7DT2xd3dXUr4rWllHblr165h1KhRUq4UuUaNGkl/Ox988IHSKPOEhAQc2PwH7r1J9KtppFBenT9/Hp6envD09FTZN2DAANSsWRNRUVH48MMPkZSUBEAcMdOgQQOkp6fDyMgIAQEB0rV5+fIlOnbsiBcvXqBLly7YuHEjZDIZMjMzlXJMAeKqsoIg4PHjxxg5ciSAt3kn//jjDwBiQvFPP/0U1tbWCA8PBwB88cUXMDExQVRUFNasWSPV9+jRI4wZMwYJCQnSubm5uUk5surXr6+UZyg/ZsyYgX379ikldQbEUVDt2rWTfmfLly+Ht7e30jGrVq2SzgEQRwcdPHgQvXr1QlZWFmbOnImZM2di3rx5yMjIkEaoAWL+IXX5cUq7ly9folOnTlI+JfnzRdHkyZMRHR2NZcuWFWihmoyMDLz33nv477//4OnpiSNHjuS4elVhk7eV28IAAJPjkwJdR5GK2vfffy+NitHT0xNatWqVa5n8jsR5/PixSrk7d+4U9BTKFI7EISIqHvK7gLk9QkJCpDIhISFalTlx4oTaNkNDQ4VRo0YJFStWFAwNDQVHR0ehf//+woULF3LtoyZPnjwRRo0aJVSoUEEwMjISKlSoIIwePTrXO40XLlyQ7nyHh4fner3kkpKShG+//VaoUaOGYGxsLNjb2wu9evXS6v+qX3/9VWjevLlgaWkpmJiYCPXq1RPmz58vJCUlad1+SZSXkTht2rQRBg4cKLRv314YMGCAsHDhQuHFixcayw0bNkwAIEybNk1lX0pKiuDp6SkAEAICArTur7zMli1b1O7fvHmzNEJD7tmzZ9Jz8fbt22rLTZ48WQAgNGnSROu+CIIgeHl5CQAEf39/QRAE4cyZM4K9vb30kI/UASDY2toK9vb2gp6entKd8aCgIMHW1lYAIMhkMsHT01OoX7++YGJqKpWdN2+e1n3KbSRObn+b169fl/pjbW0teHt7C2ZmZlIZDw8PoWXLlkLLli0FX19fpX3ya9+kSRPBzs5OACCdr/xRp04daUSPt7e3EBUVJbRv317ab2dnJ9SqVUupjIODg9p+yL83NTUV6tevL7i4uEjb7O3thatXryqdW6NGjaTfjZWVldQ/xe8XLlyoVEY+isPIyEioXbu24OvrK1SqVEnpvMaMGaP2WlpbWwt6enqCu7u74OPjo9S/sWPHSsfdvn1beo7IXblyRTo3Z2dnwdnZWWrTzs5O6XtnZ2el+kqqqKgooW7dugIAoW3bthpfPxs0aCCNxMr+kI9uUbwu6mRlZQlDhw4VAAiurq7CgwcPCu08tB2J06FDBwGAMGTIELX74+LipOdDbq+D8uM4EqfsK/NBnJUrVyoFVmrWrJlrmfwGcY4fP65S7vXr1wU8g7KFQRwiIqLSJS9BHHUPU1NT4ddff1Vb7ubNm4KFhYVgaGgo/PDDD8KzZ8+EpKQk4cqVK0KPHj0EIG9T0VJTU6UPrpreX8in0ejp6QlpaWmCICh/UDp27JjackOGDJGm7WgrODhYqlc+jUbbAGv2D1XPnz8XvvrqK6F27dqCqampYGhoKLi4uAg1vRsJ2/5RP1VLk4IGcQRBNcAqD+rk9jAyMpKCVxUrVhSGDRsmBAUFCWfOnBGMjY2l4GuNGjWEb7/9VpoilZ6eLjg5OUl1mJubC76+vsL06dOFd999V3BychKMjIyEypUrC126dJHO79ixY0L//v0FNzc3wdDQUGoDgBAWFqZyXvIPtDk9sk8bPHHihDBu3DjB29tbcHZ2FgwMDAQTExMp6LZ48WKN13HBggVC69atBScnJ+l32r9/f+H48eNKx12/fl3l+ScP4mj7GDFihMZ+lATx8fFC06ZNBQCCj4+PynQ9RfIgjrYPdcaMGSMF827cuFGo56JtEGf69OkCAKF58+Zq9yu+hjx58iTHuhjEKT/KfBBn7969SoEVQ0NDlXmT2eU3iDN79mylcnZ2doVxCmUKgzhERESlizZBnDVr1gjTpk0TAgMDhaioKCEpKUk4e/as0K1bN+mD7J49e9SWvXr1qtC9e3dBJpMpvT+wt7cXVqxYkWPeo+wiIiKk8ppG1Ny6dUs65tWrV9J2eQ4mdSMm4uPjpQACALU5VrLLyMgQWrduLQAQ/Pz8NPbFyMhIaNGihVLOD20/VJXkD08pKSmCn5+fAIgja3LKHSQnz4/TuXNnlX3y4JuhoWGOo7sEoWA5fzTJS06c/fv3SyOJ1qxZUyjty3N8tW7dWusypSknTn6eL5pokxNHnq/N0tJSCAwMzHdbmmj7fLl69aoUVFY3g2PcuHECAKFatWq5tskgTvlR5nPiZJ9/n5mZKS1nWNh27dolfS+TyaSs+URERERl2SeffILvvvsOTZo0gZ2dHUxNTdGiRQvs378f/fr1gyAImDBhgrRyjqInT54gPDwcgiDAzc0NDRs2hIWFBaKiovDrr7+qrDSaE8VVhuTLTmcnX+EIUM5nOGbMGADAunXr8Msvv0jb4+LiMHz4cKU8i7mtNAWIq2qdPn0alpaWWLduncp+4c3yyJmZmVi1apVKzo/SLDMzE++//z7+/fdfVK1aFUePHs0xd5DcpEmTYGRkhCNHjmDx4sXS80UxP86oUaOkFa0KKqfcP/l15swZDBw4EOnp6Vi0aBE++eQTrcotXboUf/75p7RakVx8fDwWLlwo5bz58ssvC62vJUV+ny/5tXTpUsyfPx+mpqbYt28fmjRpolW5oni+1K9fHwMGDEBWVhZGjhyplB9p165dUn6nqVOnFlqbVPoZ6LoDRa1KlSpwdXXFy5cvpW3Lly9H7969C7WdkydPIjg4GDKZDIIgQCaT5WkpVSIiIqKyRiaT4fvvv8c///yDhw8f4tq1a1KSWgD4/fffMWzYMDg7O+PkyZNSstm0tDTMnTsX8+bNQ5s2bXD16lVUrlw51/ZMTEyk79PS0tQeo5h8Vr70NSAmqP7vv/+wY8cOfPTRR5gyZQrc3Nxw9+5dpKamYtiwYdi8eTNkMhnMzMxy7MeaNWuwaNEiabny7EsjA2+XRx43bpzSNSkLtm3bJt3c1NPTk5JJZ+fq6qqUYLpy5cpYv349PvzwQ0yePBn+/v5wcnLCjRs3kJ6eDm9vb43Lczs4OEjfy3/Hp06dUtr+008/4f3335d+lidX16Rx48Z48uQJAHEJaAAICQlRqnPy5MmYPHmy9PNHH32E5ORkGBsbY/fu3di9e7fauv/3v/+hW7du0s/Xrl3DxIkToa+vj6pVq8LGxgZRUVF4+vQp0tLSIJPJMHPmTI3XsjTL7/MlP8LCwvD1118DEBOWT5s2TeOxf//9t1LAsCieL4AYOL5z5w7OnTuHSpUqoW7dunj9+jUePXoEQAxcfvTRRyrtffnll/jzzz9VttevX19K+t+yZUuV5+CiRYukhQsAMUE2APTs2RMGBmJ4wMPDA5cvX9Z4rqRbZT6IAwD9+vWT7nAIgoD//vsPO3fuRP/+/Qul/pSUFHzxxRcq2wurfiIiIqLSysvLC3Z2doiOjsaDBw+kgEV6ejomTpwIQRCwfPlyKYADiKNo5s6di4sXL+LIkSP4/vvvsXbt2lzbsra2hp6eHrKysqQPJtnJt+vp6cHKykrarqenh23btuGXX37Bhg0bcOPGDTx48ACNGzfGxIkTYW1tjc2bN8PJySnHVdG2bt2Kzz//HDKZDBs3bkSPHj3U9qEsriokpxgou3//Pu7fv6/2uEqVKqlsGz58OKpVq4YFCxbg3LlzuHXrFqpUqYJBgwZhypQpSoE6RVFRUSrb0tPTlbYrjtTSRnR0tEq9WVlZStvkq3PJyc89NTVVZSU/RYojLgBg7NixcHV1xX///YfHjx8jJCQERkZGqFKlClq1aoVPPvlE6xEjpU1Bni95lZaWJo3wioiIUBphl11xPF8AcYW7ixcvYtGiRdi2bRtu3rwJIyMjtGnTBp999plS4FFRfHy82ue94mtfbGysyv6kpCS15RSPLciKX1QMdDaRqxhdu3ZNaYUqmUwmWFtbC8HBwWqPz0tOnMzMTGHQoEEqx7dv376oTqdUY04cKhVSUwUhMFAQjh4VhPPnBaGUryxDRFQQ2uTEyY2zs7MAQPjrr7+kbTdv3pTeC0RGRqott2jRIgGA0LhxY63bys/qVNpYsGCBAEDo3r27xmMUc6GsXLlS43HqVhVSfGi7qhBzURCRrvF1qPiV+Zw4AFCvXj1pPjYgDu2Ni4tD69atsXXr1nzXGxkZie7du2Pr1q0q85hnz55doD4TkY48egSZsRGwbx9w5gyO/nQXd+b9DeQhJ0NZdvQocOeO+H0ZSt9AREXo1atX0t3uihUrStvj4+NzLSt/75aXO+JNmzYFAI2jIOTb5cdpa8eOHQDEKQfqnDp1SsqFsmDBAinHTk6Sk5MRHh6u8sjKygIg3tkPDw9XezediIjKp3IRxAHEPDjW1tbSzzKZDAkJCRg8eDBatmyJrVu3qiQS0+Thw4eYNWsWqlWrhqNHj0pvMIQ3uXCGDBmC1q1bF8l5EFERO34cACCb/S0A4H60PXZdcAUOHQLUJOQsa65evSp9UFEnIAA4e5YBHCLS3tKlSyEIAqytreHj4yNtr1q1qnQT7Pib197sjh07BkCckqUt+XT2bdu2qQSK4uPjpZwaAwcO1LrOHTt24NKlS7Czs8PgwYNV9gcFBaFXr15ITk7GN998k2sS0oYNG0IQV4lV+5BPGzl9+jQEQcDGjRu17isREZVt5SaI4+7ujt9++01pxIw8R8758+cxePBgODg4oEGDBmr/450xYwYGDx6MOnXqwMvLC/PmzUN8fLwUuJGrUaMGVq5cWSznRERF4M3dT2HWtzgZ6ol2nqGoYBmHx2GGgIb8CmWFIAgYO3Ys9u3bBycnJ+nRo8dJODkBTk5AXBxQseLbeNalS7rtMxHp3s2bNzFmzBjcvHlTaXtKSgrmz5+PhQsXAgCmTJmitGKUg4MDunTpAgAYP348Tp06Je1LS0vDjBkzcPToUQDAsGHDlOrOaZWYAQMGoGbNmoiKisKHH34o5aBITEzEhx9+iKioKNStWxd9+/ZVKpecnIw1a9YojXrJzMzEli1bMGLECACAv7+/0k1BALh79y66du2KuLg4jBkzBvPnz8/1mhEREeVXuUhsLNerVy9s2LABo0ePRmZmJoC3gRxATKp1/fp1KSijOMJG/h+yoHAnXjF4IwgCPDw8cOjQIVhaWhbL+RBREWjRAsLSZUAskJapj9qOkbjywgVfHOyOvc2PAu+9p+seFpm///4bJiYm+OWXX7Ra6jYqCnizcAIRlSFnz55Fnz59pJ8TEhIAAAsWLMDy5cul7VeuXIG7uzvS09OxevVqrF69Go6OjvDw8AAA3L59WwqgfPTRR2pvkq1ZswZt2rTBkydP0LZtW1SoUAGOjo54+PChNIpm9OjRKotF5LRKjL6+PrZv3442bdpgx44dOHbsGKpVq4YHDx4gNjYWdnZ22Lp1q0py4tTUVHz22Wf48ssv4eHhATs7Ozx69AjR0dHQ19fH4sWLMXToUJX2xo4di1evXkEmkyE4OBitWrVS26+RI0dKy2QTERHlV7kK4gDAiBEjUL16dQwaNAhPnz6FTCZTCcYIaqZMaAreyPc1adIEu3btgpubW9F1noiKXr16gKcncO4cOjdMBox8Mdj1GVYGmuHw3jR08Q0BtFjmtrSRTwHYs2ePVgEcALCzEx9EVLZkX9FHLikpSWllFfkNMU9PT8ydOxfnzp3DnTt3cPfuXaSlpcHJyQndu3fHqFGjpBE32VWqVAlXr17F8uXLsWfPHty/fx/h4eGwtbVFq1atMGrUqHyt9lm3bl1cvXoVc+bMwcGDB3H9+nU4Ojri3XffxcyZM5Vy88iZmZlh6tSp+Pfff/Hw4UM8e/bszWjEHhg/fjwaN26sti35yjqCIODcuXMa+9SxY8c8nwcREVF2MkFdxKIciImJwaRJk7B582akpaVp/aFFkSAIMDMzw+TJkzFt2jQYGJS7mFieBQQEoEWLFkrbzp07h+bNm+uoR0RaePECF2f+g/mnr2L7F/Vg+NlngL6+rntVqObOnYtXr17B399f110hIiIthb2KxOo9O/BZ7wFwc3DUdXeIqBzi61DxK7dRBxsbG6xfvx5z587Fjz/+iL/++guhoaFal/f09MTw4cPx2WefwdnZueg6SkS65+oK314VYRO4Dqv3P8FYc3Ng+HCVQE7W3fuQXbkMZGZCZmUJ+PkB5uY66rT2nj17hp9//hnBwcG67goREREREeWg3AZx5FxcXDB//nzMnz8fz58/x6lTp3Djxg1ERUUhKioKsbGx0NfXh6WlJdzd3VG7dm00b94ctWvX1nXXiag4+fnhnb/+wsf79mFko0awWLoUsLJ6uz85GZv/84S1sYB+WwdDmPUt8OwZ8OmnOl/KKSkpCWZmZhr3z549G1OmTIGtrW0x9oqIiIiIiPKq3AdxFFWoUAGDBg3SdTeIqARKFwRMOnoUc9q1w3vbtyMwLAwA4OO2DIFhQwAAvWvcgbfri7eFMjPFZZx0GMQRBAFdu3ZFgwYNsHXrVrXHZGVloWrVqsXcMyIiIiIiyqsyH8SJjo7GjRs3lLa5ubmhWrVqOuoREZVGKydNQrOKFbHr7l0M8vHB/jZt3gRnBABbAADJMal4kmCLD2PvAbVri9Opsq1+Uty2b98OMzMz/Pjjj1ixYoVO+0JERERERAVT5oM4u3btwujRo5W2/fPPPwziEJHWIu9EYf/R5hjVKA7LL53D4I0bASMjleNMAXgJwJ2WwCErL3R1KPauKklKSsK0adOwd+/efCVvJyIiIiKikkW3t4iLwatXr6RlwwVBgImJCbp166brbhFRKTLj82j4eVbAvFNLsGLJX9BTE8CRk8kAf39g9uxXSE9PL8ZeqlqyZAl69uyJWrVq6bQfRERERERUOMp8EEf+IUp+F7pixYowNDTUZZeIqDTIygJiYhB25DpOXbOBsUEmGnslo8mAprkW9fEB6tadgVWrVhVDR9V7+vQpNmzYgFmzZumsD0REREREVLjK/HQqc4XlfWUyGSpUqKDD3hBRqfDsGXDgAPD6NR7edcK2gUn4/mxrLNpspXWS4jlzZsLX1xeDBw+Go6NjoXYvMRG4e1dcHEvTzNCpU6dyxSkiIiIiojKmzI/EcXNzU/o5OTlZRz0holLj7FnIPvkYsqlTcOWFCw49rI4tI47CrYH2wRhXV1fMmDEDjx490njM3r17cffu3Tx1TSYDLCzEGNOtW+qPCQ8PR0JCAq5cuZKnuomIiIiIqGQr80EcxVwQgiAgPDxch70holKhXj0AgDDrW7TzDEX1ismAr2+eq/n4449x6tQpODk5qX0MGTIEffv2zVOdgiB+7dcPMDAAFi8GnJzER48ei+Hk5ITKlSsjPT0dZ8+exaVLl/LcbyIiIiIiKpnKfBCnbt26cHB4u0TM48ePERYWpsMeEVGJV7s2hOQUYNAg1P+yLfr82AFo3TpfVU2aNAkRERFqH7GxsbC1tcXBgwe1ri8pCahSBdDXB7p3ByZNAiIixMf+/WJbISEhuHHjBqZPn47Dixa9jfwQEREREVGpVuaDODKZDAMHDoSg8CFm586dOuwREZUKJiZAjRpA7dri/KUiIJPJ4O/vj4kTJ2q9ktWSJUCvXkDNmpqPcXZ2xryvv4bPjRuYlpgIbN1aSD2m8iAjAwgPB6Kjdd2TkiM8XLwuvCZEVGyysoDYWPGFR8erXRJRyVLmgzgAMGHCBBgaGkImk0EQBHz33XdISEjQdbeIiODj44OmTZti5cqVuR779OlTXL78L7RZcGr4p5+i+s6dkH30EfC//4lDeIhyIZMBCQnA8uVAQICue1O8rl+/rnTDR9HFi8ChQ+JXIioajx8DkZFqdty+DezfX7aiqFFRwPr1wOrVwM2bKrsTL9zAqx824dUPm4B164BVq8QXoawsHXSWiEqachHEqV69Or7++msIggCZTIaIiAgMGTIEmZmZuu4aERHmz5+PH374AZFq372+NWXKFHTpchdaLThlZCQO21m+HJg6FYiJKYyuUjkQEgL4+QEPH+q6J8Xn8ePH6NmzJ+bNmyflrOrR46SUb2rvXsDBATA0FI9/8kT8DEZUHBQXRfztN+DUqbL1/JOf35IlwPnz2XY+eADs2gUEBgJ//QWoee++bBlw+rRyXSXe/v24c/UqokNDxfNbu/bt46ef8Pz3k9hy3BWXHtkBKSnA69diFPncOV33nIhKgDK/xLjc3LlzceXKFRw6dAgymQz79u1Dr1698PPPP6usYEVEVJxcXV3xxRdfYPbs2fjpp5/UHnPx4kXcuHEDv/32m/YV9+gB2NoCoaHAsWPA8OGF02Eqs6KjgQsXgK5dxRvEDRoAbdvquldFb/LkyZg+fTpGjx6NGTNm5Hp8WJgY3LG3L4bOEb0hCICjI3DkSM5TakujW7eA3r3FQTeCoBCMCQ7G9suXsenqVVwMCwO+/RYA4OOzDYGB7QCIQeeoqLep65TKl0RZWch8+RKDduxAswoVsOP2bQCAj9syBIYNAQBkZskwpN41uFrEAwAiEs2RmqEPd+b1JCKUoyCOnp4edu/ejZEjR+L333+HTCbD4cOHUadOHXzyySf48MMPUaNGDV13k4jKqfHjx2Pu3LlwcnJSuz8tLQ0ODg4wMMjDy7ZMBrRsCTx7Ji5lVeLf2ZKu2dqKARwAmDABGDsWuHRJTKRdVp06dQr379/HH3/8oXWZZs2KsENE2chn+Z0/D1SoIMbnd+8GRo/Wbb8KS0KCOLqoWzdg0yZg505gwAAAaWlIevAAU48fx95Bg1C7fXtg4ECV8i9evJ0xnJoqzjrq1q14zyFPrl3DL6dPo7qdHVa/9x5WW1gAenoABABbxF/4q1diIq43YlJMkGJoAfeGDcUpVXrlYjIFEWlQLoI4c+bMkb6vXr066tSpg5tv5p/GxsZi8eLFWLx4MZydneHt7Y2KFSvC2toaZmZmBWp35syZBSpPROWHsbEx5s2bh3nz5qndLwgCWrdujQMHDqB79+55q7x9e3EIOgM4lAetWwN16mTgjz/uY9iwWrruTpHIzMzEuHHj4O/vD/2yHKmiMsHEBPDyEgMV778PdOoEGBVN3v1iZW7+NugydSrQrx/g6wtYXb0A/8OH0bN6ddTu3l2MXqnh6vr2+6wswMWlGDqdX6mpiNm7F/NOn8Z/o0YBn3wCWFqKOX/CwoBKlYAuXYDkZODoUSmpsZ0sDYb6CcCePeJNGTc3cZUDU1Ndn5FuPX0KXL0qvsexsxMj7PJ5r2VZVJSYQKpaNfH5kF1IiJhrKTNTHL7n66v+OCq1ysVv89tvv4VMzYcX+TZ5IsOXL1/iwIEDhdYugzhEVFhkMhmWL1+OYcOGoWPHjjAyMtK+sIbRPUS5+e67MLRp0xW9el2FjY2N+oPS08WMpGlp4jABa+ti7WNB/PLLL6hevTratGmj664Q5apRI/GriQkwfTowebKA5at026fCJJOJg1D69EnB5C+folZ8FDZcuYLgcePEmxFaMDF5e51KpNOnMffAAYxo0ACevXoBVlbA06fIuHgRT2JjUeXFCzEPkOIH7qgoLD/eCnUcIzCo3g3IZn8LYda3YjRv2DCdnYrOHTwIXL0K2TdTETNlAS48rwjn/c/QYHIXMaBTVj17JuaHSkgQ8x9mm9ebEJ6IM/ec4GoRjwYu4eLGq1eBIUPE5xuVCeUiiCOXfdUJeaJjxQCPppUp8kpd0IiIqCCaNGmC5s2bY+XKlZgwYYKuu0PlQKVKHhg6dCjmzp2LH374QfWA0FDsXnALVfRCUX/NGAiLlwD16ol3kku4mJgYzJs3D//995+uu0KUZyNHAgcOzEfQZW9dd6XQ9euXgiMzd+LvG+b4unlr2PboAWQfHR8bC9y4IY408PIqGcNv0tPFBMz29oC6FA23buHu7t34584dXJ8yBWjRQtweEoI1ly5hY3AwnsTGSocr5sjpW+M2TAzeBibuvHJATbvXRXo6JZr895+SAgBIzTTA9XAnxKTEocGuXeIfSFl1/jwOXLmCLdeu4dijR9Jm+fMlSwCaVniOYQ2uvQ3ihIcDx4+Lw9yoTChXQRxtAiuFEXwprEAQEVF28+fPh4+PD4YMGaIxfw5RYUlLS8OuXbvQpUsXzJo1C6tXrwagkFQ01RXdPF/D0dwGACCb9DWElSVjaMCVK1fw3Xff4dSpU2r3Z2ZmolOnTvD09CzejhEVAn19YMKE1pgxby7avD9A7TFpaUBiojjCRdNAOp24dw84eVIcbdK/v9Q5QRD/idp1HW0rPMRvQfG4GLUQ8M4WELl8GRsXRaCG+TM0d38GBAQA3t5Ax47FfSbKfv9dXEjAwECcI6YYeEpLA6KiMPHwYczz84N5z57itJ/kZEQdP45FZ88i4KOPUMHdXaHcmxw5r19LwQoASP7fPBx+UBU1/YyL8+xKFn19KS9Q/DfzceFZBQytfw3rLzdG6vMQGGdmls1kbpmZSA0NxVeHD+OvgQPxx5AheLtkqQBkbETyixjEJBvjRYIlACAy0QxP46zRuEk5mGZWjpSbIA4DK0RUFri4uODLL7/EjBkzsHbtWvUHPXokTm9p25bJD6lAVq5ciWbNmiE0NBS9e/dGRESE8gHhMbi78CLuv7TADwEtICxaDNTTfdZfQRAwbtw4TJ48GX///beuu0NUJFxdXWGQwwfVyEhg40agceMSluj34EHce/AA1e3sIFu9WnkKZkYGepi9xpDLAVjTswlGH7aDrUMPGBpeVgge10Y3TxmumlqLQZzkZODJE52dDgBxxaknTzBo+3bUc3bGigsXVA4RBAFdq1XDoIYNxVwmAHDqFGYdPIhPvL1RYcAAcTGC7DIzxczPDx8CGRkw1jdAr/YuQPtysHSgJhYWYv6bixeR/jIVzhaJcLZMwuMYG6w43RBfBwaWzQz0Fy/ix8OH0bZSJTTs1g3o00flENMTJ2B65Qpc414AAOIyzeFSy1b3QU4qVOUiiDNr1ixdd4GIqNA8e/YMoaGhiI2NhbW6/CM3bojv2uVv7hnEpnyIiBCwe/d/+PzzIVi0aBGGq1ui3tkZNab2Q9bsbahiG42kDCOYNW1a/J3NZvv27TA1NUUPDYlQicqCiRMnol+/fgiHgI4dO+JV2AulpbczM8VVnkpUepDERLx6/hwdf/sNHzRsiDWXLqk9TBAENHBxxhef3sWVB+vx++8VoCe/KfE6Gc8WB+DiQzsce1QFHX1ixXXGdenaNWwIDIRMJsMMPz/M6N9fOcFuVpaYpFhfX1wf3sQEePUKN/bsweGHD3Htm28ATa+d+vpiTqA3eYFkbx7lXsuWQP36sL13D7YpKYCNDealHkOTlR9g2N5NcK5XTxwRVVYkJuLl3r1YcfEiLo0dK2Y2V6d9e/E94IMHQEoKqrq5AZ6eXNyijGEQh4ioFAkODsaRI0cwevRo9OzZE3fv3gUAbPPxQbvAQPGgd955W4ABHMqnGTNk6NZtF7Zv34Xly1e8/QCVnZMTavWsit5Bd7H4cH3Man4OaNeuWPuqKCkpCd988w327t3L/HTFRRCA4GBxFKAgiMkz27QRP6hSkThy5BjCw8MRHh4OVHDCsWPH4ObgqPbYHj3E+EDjxsXcSXVOnMDMEycwxscHU3v2xJx331X6cJmWDsS8fAFrEwP89/IlOs1pgz59+uCPP97F0KFDxYNsbVHxq3cRM3Mb+v71Pq7X+wOmFSvq6IQgrTj13enTODVqFPDll+LoomfPgLg4MWijpyf+bWRmitOt0tMhbNuG8QcP4vsOHWDaqxdXD8oPS0txKt0bzr3jMf3aSnx7+BBWN68C9Oypw84Vsn//xf8OHsT4Zs3g1LOnap4oRdbWSteFyh6+WhARlRaCgD/mzcP//vc//O9//8OFCxfgqri2qprjifIjOFhMWVG7NmBo2FftCH8l7dph5vm1GPHXKTzdXxXuDRvqLAnHkiVL0LNnT9SuXVsn7Zc7giCulPLgAWQzZ+DZhB9wM9IJNod2wfd/nVRWTilvLl4UBwMkJoqr/BaG9HRg2rRmmD79FyxY+ik6fzAkx+M/+wwYN06ckaPTuObLl7i2fz+OPXqEa1OnAp9/rrIc9IhBYr7fPXsuYflyS8hkMnz33Xfo3bs3+vbtCwuLN2uqOzigbp+q6HbpPsb92RRTK11BbHUf3axM9WbFqQ8aNECl3r3FD9DBwcChQ2IuGxMThbwlb0RGYs+NG8gUBPTv0EFMzkwF5+ODDzsEoMH827i8dy8aZ2UBvXsrH/P6NSK3nYBRSiyszTOBihXFUS26zKETHw/s3Cn+cfv5AVWqKO/fvRuX9u/HuWfPsHrECKBJE930k0oMBnGIiEqLv//G9wkJuHnvHv43blzOARyifBIEceT/4sXiDeWzZ7UoZGoK254t0T3oGKYcOoQ/XF2B0aPFu6SK7twBLl8Wl73v0CHPnyizssSvmgYFPX36FD///DOuXr2ap3qpAEJDxWH7mZkAgOQMQ4S8toFtSgp89+wBPvxQt/0rBhMnToS+vj42btwIAEpTmtLSgL59lQdIFtSaNUDt2hb44486GD78L7zE3hyP79EDWLs2Gbt2PUS/fnULryN5IQgQDh7E+EOHsLBjR5jIE/sqOHMGuH1bHLhSu3YT1Kkjbv/jjz/QrFkzjB07Fvv27QMgv8adISQmQw/74fNnMtyH1QEa5TA6oShER+Pu3r3iilNTpwLNm4vbAwPxa0AAAp49w647d9QWTcvMxEeNGkHm5sapLoVFXx+G3t5o4OyMny5exC9ubuKIKMUAzatX+H5fe7T1TEXvGnchGz0KwuEjQOfOuuv3nj0IuXwZTubmMA8PBxwc3u7LzAQiI7EuKAg/dO4Mo6ZNy2bSZsoTBnGIiEqD5GTgm2+gt3Ah6k2bhnrXrum6R1RG6ekBc+YAjRoBe/eKNym14u2N0c2bY82lS7h05w6arFihPBpHEICoKKSnpwO3b8PQ3h55vW0+ZYo4U0tTqpsZM2aga9eusM1+15uKjrk5YGwMJCUhZsoCnH9WAe/VvYmlAc3Q93kIjMrqKjFvnDt3DkePHsXly5exaNEilf1Pn4qDkV6+FH9+9AhITQVq1cpfe1lZwNatwPjxwPz5wA8/GWHdvpzLyGTAwoWh6N2rD7p47YFZlSqAqanqgVFRQEIC4OGhfVBBEICICHHakK2t8odPRefP459DhyCTydC3WzcxUpONgwOwbBkwahQgT5Xz6NEj/Pnnn5g2bRr27t2rmlw96DZmTzyIQ3eeoP1vroCfj/LrTlYWsHu32MfKlbX/oH79OnDpEqKjxRy6SV4NYdM+2+tVZCTwyy/46uBBccWpXr3erjj15AlmnTyJgI8+wrr33lNO3gyIK06lpop/P61ba9cn0srOY8cQlZSEx2lpsP3+exi+iforLtnep8Zt3IuyQ5bw5nmu6XlbHAQBWWFheH/HDjR0dsY/GoJ+giCguoMDunPUFqGMB3GCgoJw8eJFREREIDIyEjKZDA4ODnB0dISvry+acCgaEZUC8UmJCLwQAJ+xX8Lyp5+ARYvED01ERaRKFXEhlDylE9DTg76zMw4NHYrfrl5F999/V3tYQloaOlapgj116+Y5iOPrK64mfOuWOFIIAHx8FiMwcDHS09ORlpYGS0tLjBgxAi1znQNGhcLJCfDxAYKDkZKQgSq2MbAxS8PzOCusPF0fEzoHFd48ohImKysL48aNw7Jly2CgIZ+Ju7v4VT47Ij5edaZEXhw+DPzyC3D0KODvD+hruQBh7WpV0bNSJSz54gvM7NFDnOKjOKQtJUXsHADUqQMMHJh7pamp4lS6Z89wPsQZFW0TkZBhgprVMpSDQElJSImJwZRjx7B14EDIunVTCRLJZMAXXwBduwJXr4qBEwDw97+IqVOnY8GC73DkyBHVPjRqhP/5eaLF2n/x05m68Jm2G00bvF2OGykpwOvXuBkRgdoREZD5+uY+1TMuTpwKlZiIC/erIVPQg/6Z2+h24wxgZPT2uOho3Hv+HI9jYuBua/s2Mvfff5h1+DA+bdIEFXr1khISKxEE8XqbmqqMSKL8S46MwTerVuG79u0x48QJhM+dCyNpROibJdsFAXj1Cl/s6Yzfr9WDcPI/oLEOV/q6cQNbzp2Dq4UF1r77LtZaWakON01NFW/m1apV7qeokqjMBXEiIiIwb948/Pnnn4iOjs7xWFtbW7z//vv43//+x2kJRFRixScm4kTIA9R0coLl5Mniu1yiIpKRIU7LT0/PR+F+/eCyfz8me3hgsprpEkhIwMuICPiuX4/Ia9fg2KPH209ruVizRlxlZ8oUcZbWpEnyPZMATEJERASaNGmCH374AePGjcPFixc1J2OmwtW+PdCkCZwfPYJzWhpga4vvUg/C96fhGLJnE5zq1s05CWcp9dtvv8Hd3R0dOnTQukyDBvlvTyYTB5Vs2SIGPJycgLBXWhaOisKsZs2wMSgIiw8fxuJz51QOyRIENHZ1xZGPPtKuzqdPgZAQyGZ/i4NDtuDRI1v8F+qBf9a9zUfl4zYegWF/IC0zE+5WVtj/4AEaOzurra5zZ3Fmnnyk3fHjwLlz78PePgKjR5uievXqqoX09GBQoQLOjxqBT/b6o9Xa/rAx9oNMppwTzs7UFHPbt8c7T57kHsQxMhKDK4mJ0JdlwdkiEZEplli8pwYWn2spndfF578jLjUVA2vXxtj9+3EpJQX6CQm4vncvDj98iOvTpmkeZSOTiQnAqVAt/eol+tf0x47bP2PJtGkw+uor9Qe+fo1xr/5A502D0a/p77Bo3lw5QFdc0tIQv3cvZp08iaMffAB8/LFq/iQiNcpUEGfNmjWYNGkSkpKSIGiR0DM6OhqrV6/Gxo0bMX/+fIwdO7YYeklElE96ekC3brruBZVx+vriI18LC9nbA+qWIlfgcuYMPg8OxozDh7GmWTOgV69cq42MBL77TkwSmz3NjpyTkxPGjx+Pf48cgX/Llsj67TfoffBBPk6C8sXSUilC4dLLB1ODf8S3h49gVYtqQPfuOuxc4YuLi8O3336Lf//9t9jaFAQxZ4yzs/rZUDlycICtpycmmJgA5uaY1KeP8t3+1FQIMTFo9euvOHjzJrrdvw+oC5oo8vAAqlWDMHsOfg2qj3aeofDxeIm1Iy8qjLRpBCTVQPuVKzG6USNMPX4cHwQGwt3HR+XcFGVkABMmADNnAhMnOuH69RySNw8aBL1jx7C+WiyMf/4dTau8h2HNFEZ/JSTg1qNH6P3nn+jp6wvT2rVzXgnKxAQYPBgxP2zAhCNdETh6PRr7VUOXBw8waWDIm4OaAII31h48iBMPH6K6nR02T5+OEQ0bYsKbFadMevbkilPF6PnlcKzd44pZbc1xJWojeoytoPlgW1tU71UTg4ICsObfEHzdTEerKp49iwUHD+K9OnVQrVcvBnBIa2XmleV///sfvv/+eyl4o+2yooIgICkpCRMmTMDjx4/xww8/FGU3iYjyTv56xtV2qCxo1gzju3VD/QULcHX/fjRo0gTIZTTsd9+l4PPPTXI7DF988QWyOnSAyddfi8vx9O/Pu9264uODjzqcQ/35txG8Zw8apqcDffooH5OYiMi/jsEoIRrWZhmAo6MYqC4F00Xnz5+PQYMGoUpB5kblQ35z6cDQEPjgAzEi6uCg9hrL7t7F8rAwjNi1Cx19fGD45Zc55zMyMgKaN8exI1lYfckHIzqFQW/Mp2ozjy91dcX748ZhcvPmCJ4+He6HDuWYdyc2Vgzg7N4tfs3xz9jMTFqBaJy3Nzq3a4d+vk1g0a6ddMFqHz6M7pcuYc+FC3jvp5/E15x+/TSPvggKwpx/W+Gd2rdg5tdM7JCREeJSjGBQwRlmPdoD+voYNWIE/vDywk/NmqFOVBT27N8vrjjVsydXnCouoaFAaCgCNiVicksZ5p9pg31/JUKWWwCtVStM6bIY9ZdswIBdmajs5qb6OxMEcX5ferq4ZLe2oztfvRLn/QLi9ER1U6Du3sWjXbvwx/XruD5pEtCqlXZ1E6GMBHE2bdqEBQsWANA+eCMnP14QBCxfvhw1a9bE6NGjC72PREQF5uKi6x4QFZyBAYy7d8fCwECMP3wY/zZpAtnIkerfHGdm4lpwMI4fH4PAwPMAcv4/3sjICPjmGzHj66BBwE8/AdOmFc15UM709WHk7Y1GLi7wv3ABv7q6As+fKwcFoqKw9EBrNHJNw7t1bkL28WgI2//WLh9LEbt79y5q1Kihdl9iYiIOHDiAs1ot3VaCGBkBFXIYnVCjBnx69EDTS5ew8tAhjG/a9O1qS+pkZiJj/2FMODwA63ruhV6fXho/5DYaPBhT//wTvTMyYB8cDPz+OzB0qMpxMpn4uXnTJnG00Q8/5C0FSPUXL/BO9erYtHcvPn/1SpxzBgBZWVjarRvS09ORHBmJ5BcvYGdurj7xV3Q07uw9jMDnH+HwF8eBpxZioADArENd0KnqI3S/vQSwsYE+gJOffgrZq1eAlRXmrl+P3jVqQNauHVecKg7//APcugXZ9P/h73e2oqpdOmb0vYFandvkXtbYGNY9emDmxYuYdOQI/ra3F0fCKE4Djo8Xk30DwJMnwIABudd77hxkLVtAmPUvNlxuhHoV9sC3+msxibVcejoQFYVJR45gXNOmsOzRQzfTuajUKvVBnGfPnmHcuHFqgze5TalSLCOTySAIAiZOnIjOnTujUqVKhd5XIiIiAlCzJvp06YKfLl7EziNHMCA9XcwFoPgBPyQEwt69GL9iBeZ+9BFMTLT8QNS9u/gJsH17cWnW1NRSMbKjLNpx7BheJSUhJSND4yoxfd+sEpOZ9eb3m1u+kmJw9uxZjBkzBkOGDMGSJUvUHjNx4kRYaprbV5p16ID558+j6erVGLJvHxzr11f+8Kno0iVsOHIGXaqaonl327dZnNWRyfDhwoVAixZi8ptp08RgnYZ5m3XqAKdOvY3BaM3YGHP9/OB//jycvv9e7SHJGRnwsrNDUOXKqjvT04Ft2/DVwd0Y4xMCs55zxZEYEINLrTye4OpLZ9yMcFTKjxMY9gdSMjLg5+mJjcHBGHTvHqp7eOSx85RnL15ICdxeJljA2iQVHwyK17589er4wNsbDmZmWHTqFJaoyRWVmZWFqnZ2uDhunHZ1hoYCaAFAjOMdu+eB/x5UUHm+pGdmorGrK1YFBuIze3vkZwYzlV+lPoizbNkyxMXFSUEYxZE1rVu3Rt++fdGkSRM4OjpCEAS8evUKly5dwu7du3Hq1CmV4E9iYiKWLl0Kf39/XZwOERFR2SeTQVa/PpZ37YpNwcEYEB4ujppRvAMaE4MHL15APzMTffK6RPXWrcCuXWKG1CNHNK9JTkUm+dVrTF21Cgs7dsTUY8fwYs4cmEhzYhRWiYmKwsITvvC/0AzCzn+Ajv102W1kZWVh/PjxWLZsGfz8/DB58mSd9qfYWVrCtUcPjLl0CTMPH8ZqZ2dg9GjVJDxXryL6n3/w3en9OPdJRaDj/3Kvu04d4N13gaAgoG5dYO1a4LPPlEYgyO+/dukiPvKsRQsYJyZispsbJvfurTK6QXjxAmkZGWiyfj3OX7qEZtlfd169woFbtxCXmor3/fzE6VheXsCvv2Ls+vroWu0BvnnnAQAo58dJrIVH9+/D788/8b/WrTFx3DjsuX5d++k3lD9+fsDp00hetAJJGUaIsqgEdPLTvryFBfQbNkQfa2tAXx+TBwxQHkGVkoKs6Gi02LABh69dQ5eQEHGp+px07gxh9Rr8d74SbE2S0abKM1SrKqjkU9pz+jSWnj2LjlWrYvn06Zi6aVOeT5/Kr1IdxElNTcWmTZukQIw8kOPi4oItW7bAz0/9H3Hr1q0xYcIEnDhxAkOHDsXLly+Vym/evBkLFy6ESb6yOhIREVGuqldH3apV4XT/Ppzk64VnIwgCMgUBD548QfWoqLzNq3B1FZe3qVOnkDpMebF0Qjjeq/09tt/8FYsmT4bJ2+XElCUm4oOkDfD5aQSG+myCU5ckna5ktWnTJnh4eGh8D1kuNGuG8a1aof6KFbh99y5qLVumPEIqKwuIisLckycxqnFjVGzaFLC21q7uJUvEpeUiIoDTp4GqVdVPacovPb0coz+y33/Hw3PnsLRzZ4w7dAjLBQF9/vpL6ZjEtDT4Va4MmZmZ+IH+9WtcD87EoYfVsPi9S8CoT9QmLK4yZQoG16qFrLg4bACAVavEZcSo6NSsCdSsCZOsLJjo6cEuP3X06SNGDzVMf9MLC4P/8+f4aM8e+DVrBsMxY3IOztnaIj0dGHOgBzb22YVqk/urzfvWa9Qo/FSvHnzc3OB64YI44qsgy9dRuVKqgzjHjh1DdHS00ugbR0dHnD9/Hh5aDGFs3749zp8/Dx8fH0RGRkrbY2NjcfToUfTSYsUMIiIiygcrK2DoUExyccGkXr1UPxQJAhAXh80XL+Lro0exu3lzYPBg7etv2rRw+0tae34lAmv3uGJee3tciNyCvhNzeE9mbg7nXr4YG3gW/qdi8V3zEzobORUXF4fZs2cX64pTJZKhIUxcXHB8+HD8eeMG2m7cqPaw+NRUdK9ePW+jTaytgWrVxFwj6elASkrh9FlbHTqgdnQ0ar9+jZ8CA/EgOhoR3333dqTR69e49fQpev/5J5IjImCang7h0CEsPlMFCzseg0nPjppXnGrbFrMiI2H0zz+QdeoEzJsHjBiheUk9KjwFHfGUU/4iNzc07d0b3pcuYc3+/fiyWTOgSRPNx1++jFX73eFb4Tl8erloTNwvMzDAqqVL4frppzCvUUMM+J06xVxKpJVSHcQJDAyUvpdPpVq7dq1WARw5d3d3rF27Fv369VOaWnXx4kUGcYiIiIqSszMwJIelg7OyMGTdOvwUGIijBw+ik6+v+AGQSqbwcOD5cxz8IQYTm6di7um22Lk5KfdVYnx88GW3H1H/O38M3DMAjSpXVr8aX3i4OIKjZk3lKTCFZP78+Rg8eHCxrzhVIvXpA/dDhzC5cmVMVhdkjY/Ho7Aw+G3ahLjr12HVrZvG/Dbq6kZmJmBhAXTsWPh9z4mLiziFKzISP0RHo9OmTejXqBEsPvxQGk1Ue/9+dL90CUsOHcIMd3fs3r8fT2MvoG/32TmvONW9O4ybNxcT+ezaJX54X7IEmDWL06pKOz8/LAgIQLNVqzBo71441KmjOsUQAJKTEblnD36+8g8OjxwJ+H2cY7XVunUTX89SU4G7d4EdO0pEYncq+cpMEAcAatWqhb59++a5nj59+qB27dq4ffu2tO3SpUsF7R4REREVhJ4e9Hr0gP+lSxi9dy+u+PjA4PPPc172mHRj507g3j3IvpmKEyM2IsneAJ93eYh63X1zL6uvD+NevbDk4kWMO3QI/7m6QmZrqxwUSE0FYmLEqTweHsDIkXnq3rFjYt5dU1OxeHYPHjzAX3/9hatvktiWe66uwIcf5nhIlWPHMOTyZcw/cgTfN28OdOqkXd01aoiryOmKgQHg6opqPXrg3cBALDh6FN8ZGIgrE+npSStZvYyNRcrNm5h89Cj+fvdd6HXrmvsoCVtbYPZs4OxZcarYgwfAtm3A++8Xz7lR0bCwgFuvXvj04kXMOnAAKy0txWCgYtLvxERg9WrMPHgQQ+q5wK1XMzFQmZuVK8Xlxbt3F6cAV6kCNG5cdOdCZUKpDuKEhIQoJTTuUYDhtz179sStW7ek+kLfLCVIREREOuTujmbdu6NRYCDWHDqEL5ydgXfeUb2znZQEXLwoTtMwMxOnU2nzBpoKThCAp0+lqTG3Ih3hbJ6A8SOjta+jWjX0rFMHLxIS8P2ZM1gWEKCmGQFV7OxweuRIGGVkaJ7WokZGhpjjOjQU2Lz57XYfn8W4eHERUlNT4eLign379mFITqPD6K3WrfFN166ot2QJRu3bh2qNG+ctb5Wu1a6N/7Vpg1+vXMHiEyewWM3KRBlZWXC1sED9ChW0XyrL2FgMMh45Ik4bDQnJvQyVfL6++KplS/T+/Xckv34N05UrlXNBxcYi7vVrBIaFYVnXroCvFgFsQBxdOm0acO6cOEItIIBBHMpVqQ7ixMbGKv3s7e2d77qyl81eNxEREelIx46YfOwYum7ZgkF168I+NFQ5z0RaGvDwoThSw9QUcHMTp2ncvi0OVaeiJZOJHzqCgxE9czmy9AzwWL8K0LZt3qpp0AAfGxkBenr4pm9f5SlTGRnAq1cYvXs3frpwAV8FBWmd9ygrC7h1C+jXT4zr/fCD4t5JSE8fjwYNGmDOnDmYPHky+vTpAwsGAHNnbAyLHj0w+9IlfH34MHY1bao5b5UgiDlwBEFcMaok5P1wdoZVtWoYZ2EBmJpiUv/+SsFh4eVLpGdkoMm6dTgfGopmYWHia4ui2FjxuZk9eNWiBRAcLO5ncvWywcAAJu7uODJsGBYHBGDxmTMqh8gHFtyOjESjqChxyrA2atUCLlwQA+GKScSJNChTQRwHB4d815W9LIM4REREJYSlJZZfuIDeXl4Ys38/TrwZLbvNzQ3twsLEY6pXF3Nt3L379oPWgwcM4hSX1q2B5s1hm5gIGBnBXl2+iNz06gW0aydOo1KX8yY2FvNSU+GzciWG7t0Lp7p1laczaLBpkzi75auv1O83NDTEDz/8gHnz5mHMoEEIW7MGXl9/nff+l0f162No585YKc9blZwsTsNSHCl3+zawdasY0KhYUfydNW0KNGqku34D4kiuESOA6GhxGlS255wsOBi/Tp+OpV26YNyhQwho3Bh6n32mHIA6cEAMTA0Z8nZ9dECcMjZ7tjjFJnvgh0qvYcOAM2cwqVEjMeiXXVwc9l25Ik4LbdYMsg8+0C5g2aGDeAMiIQFo377Qu01lT6kO4iQlJSklIy7IXROzbMtZphR3tnwiIiJSK2jnTpx98gQfe3sj4eVLRMybJ05ZkMvKEj+IPXwoDk23tgb+/BMoz8tE64KBgfZLTWuS00o+1tZw7t0bYy9dwvSDB7GuefNcV7KKixM/S+e24FS3bt0g27MHHapWheHs2WJyUU/PvPe/vNHTQ2bVqrAwNMT+e/fQqWpV4KeflKe6RUUBd+6IuayWLxcT/Z48CdSvr/v8VgYGGqdJnQoIwJqgIPzerx9cLSyw5ehRnNmyBYNtbdFOnpezQwegc2f1ddvYcFRFWWNikmsy7h6//44VFy9i+4EDeLdZM3GUTW709MS8OERaKtVBHCIiIirj0tNhuHAh5rZpg6+OHUPAv/8CmqZPZ2SICXCNjfOUL4VKER8fjO3eHfXnzcOVvXvRqEmTHKcsLFz4HcaM6Y4qVXIf9dF1/HigWzdg8mRg0iRg+/ZC7HjZtfKvv1DJxgbHQ0Nh8/33MHoTmFEZKVe9uvi9vr44/UjXAZwcZCUlYfy8efimZUuM3rcPG/v2RefNm3Ft0iRYfv21OCUMeDv6Jpck0FR+yLp2xbKAAPT64w/09PWFWbVqRbKaHpVvfIdDREREJdd336H+69eobmAAt/feQ4Wc8t8ZGDB4U9bp68OoZ08suXgR4w8dwslKlSD78ENx6WhFZ8/iwalT+GPDCly/P1a7umvUEBPnxMWJU/PymDy5PEq5fRtr/vkH8zp1wrWICEQvWAA9xVFygBjoSE0VR2kNHw5UqgTUraubDmtJb+ZMHHRzwy+hoRg+YACq9+qF9y5fxoKDBzHf2hoYNUoMFstnBAiCmJj25k0xwGNsLE4Z43L15Y+9PWr37o2egYFYcuAAZjo5AUOHluigJZU+/J+JiIiISqbwcGDFCqBTJ5geO4YWe/fqukdUElSrhh6NGuGnixdx7v59tPzlF+XEspmZwKtX+G7nTsxo2hQWz59rnxtp9mzg6lUxP8WePYC6vBckEgSYfP45rjRpgl+uX8fy+fOhN2KErntVcI8fAz//DOdOnTA1IABZ8+YBhoboVLUqRvzzDyY2bw775cuVp0rFxoqJjE1MxMCOuzvw5ImYK6diRR2dCOlMmzb4vFkztP/1V4xs1AgVnZzEUX6Kzp0TV1OsXBnw8tJNP6nUYhCHiIiISp6YGMSvXYPAT0fD5+hxWH71VelavpiKlMzdHbvefx8rLlxAv61b1R4Tn5qKiMREjAwJ0T6IY2EhJrl9/Fg57xKp2rMHuHoVpr6++NzKShxlU9plZOD1/Pk43qo1OgQGwvbbb6Fvbo6MxESMP3QICzp0QP+tW3H71SsA2aaMeXmJq7QpJrJVTHZM5YexMRacPo336tTBZ/v348KGDYCxMbb5+LzNp9S9O/Djj+KqVAziUB4xiENEREQlz7FjiA8NxYlWTVFTrwssJ03SdY+oJOnXDyYmJpjk4YFJffuqTntKSkL48+fwWb8e4WfOwLlNG61WsgIA1K4tTq3i9AfNIiMRv/UvBI4eCZ/f/4Llzp0lY9nwglq/HjHx8dhhZQ3vevVgO3IkAGDt1Klo6OKCXXfv4oNmzfBh+/aqwZqEBPF7e/u306nc3XVwEqRrgdu34+KzZ3i/Th1UsrPD3jNnAEdH5YMSE4Fr18Tk2ER5VKaCOLKy8J8HERERiXkl5HexXV2ZGJKUGRsDffvmeIjzhQsYd+0aph88iPUtWuS6kpUSBnA0S08H/P0Rb2WFE15VUXPwIFj6+Oi6V4XjwQPAwQF4FQ307i2uGvTwIT7YvRu1mjbFlAsXMOK33zhKizRLS4P7ggX4rlUrjP33X1wJDFQN4ABiULl58+LvH5UJerruQGERBAHNmjWDvr5+vh4tWrSQ6pF/zW9d+vr6MDAwwMWLF3V5SYiIiEqvLl3e5hDQtIQvUU6aNMGX3bvjzNOnuLJ3r5hjiQouORl4/vxtrpdcllwuVXx8gJhY8ftGb1Y0GzMG5lWqwO/0afyrLnEzkaJ58+CSmIjeDx/i1MiRsJevykZUiMpMEAcQAy8FeRR1fURERKQlY2PAz0/8XjGBKJG25CtZdeqEcQcPQtixA0hLU39sTAxw6xZw7x6QklKs3Sx1LC2Bdu2AV5Hiz7Vr67Q7herdd4EvvxC/t7cHTp/G69u38betHV5XrQrLwYN12z8q0eKfPcW/9+8g3tcHehER8JwzR9ddojKK06kUZA+85Lc+BnCIiIiISoBq1dC9Uyf4X7iA7SdO4N3oaHG6jOLS0K9fiwEcQ0PAw0MMGjZrJj5IlUwmJjFu3w44drBsTS3S0xOfHwBw9y6wYwdi2rbFjkwB3tP+B1umbiBNoqMRv3YNTnTyQ81/9sFyxgwxUTpRESgTQZzCyoXDnDpEREREZctzACExMdh89Sq+OHBA2i6tLCQIQK1a4goxs2eLOzdsYBAnJzIZYGam614UrcePxWTF8vxItWvptj9UsgUEAOERQGV3oG4d4NNPdd0jKsNKfRCHo16IiIiISC1BwNS1a/GFjw9+CgzEiZEjUadOHeWVhWJigDt3xBWuZs8G7OyAhg111WMqKSpUAKytgaQkICtL172hkq5y5bcjb6pUFUd1ERWRUh3EmTVrlq67kKOK8oRvRERERFTsErduhUVEBOLNzNClYUPU8fdX/+EqMRGIihJHXTg5cTU0AurUEZMbh4QAq9boujdU0tWuDQwbClwJBHr21HVvqIxjEIeIiIiIyp7UVJhPmYI1Pj4IuHEDXnv3ar47bm4uPogUVaigORk2UXbuHmIQh0FgKmKlOohDRERERKTW7Nli3pb799G8QweAS/0SEVEZwMl6RERERFSmxB8/hn/1gXgfHyA8HFi4UNddIiIiKhQM4hARUbkXn5SIfy8HIj4pUdddIaKCSkpC/MGDOFHZA/EmxsCSJVzql4iIygwGcYiIqNyLT0rCieAgxCcl6borpCAxJVnpK5HW5Llv9PSApk112xciIqJCxCAOERERlUhJKSlKX4m0YmYGdO8uft+9G1Ctmm77Q0TlEkf5UlFhEIeIiIiIypa6dcWvLVoCMplu+0JE5RJH+VJRYRCHiIiIiEo93vUmIqLygEEcIiIiIir1eNebiEoS5nWjosIgDhERERGVKfzwRES6xrxuVFQYxCEiIiKiMoUfnoiIqKxiEIeIiIiIiIiIqBRgEIeIiIiIqJi9fv0af/+9A69fv9Z1V4iIqBRhEIeIiIiIqJjFxMRgx85/EBMTo+uuEBFRKcIgDhEREZUYXCaaiIiISDMGcYiIiKjIaRuc4TLRRERERJoxiENERFQCFcWIFF3m4GBwhoiIiKjgDHTdAXrr1q1buHHjBsLCwpCQkAATExM4OjqiVq1aaNSoEQwNDXXdRSIiKibyoEdND09YmpkXSp3yHBze3o1ha2tbKHUSERERUfFhEEfHnj59ihUrVuD3339HWFiYxuMsLS3Rq1cvjB8/Hj4+PsXYQyIiIiIiIiIqCTidSkeysrKwYMEC1KhRA4sXL84xgAMA8fHx+OOPP+Dr64vhw4cjNja2mHpKRERERERERCUBgzg6kJKSgj59+mDatGlITk7Oc/nNmzfD19cXoaGhhd85IiIiIiIiIiqRGMQpZpmZmRg4cCD27dundr+hoSEaNGiADh06wNfXFxYWFmqPu3fvHvz8/PDy5cui7C4REREVMV0mnCYiIqLShUGcYjZ79mzs379fZbuNjQ2WLl2KyMhIBAcH49ixY7hw4QKio6Px999/w8vLS6VMSEgIBg8ejKysrOLoOhERERUBecLpmJgYXXeFiIiISjgGcYrRtWvXMH/+fJXtlSpVwqVLlzBhwgRYW1sr7TM0NMSAAQNw+fJldOnSRaXsiRMnsHbt2iLrMxERERERERGVDAziFKOvv/4amZmZStvMzc1x8OBBVK1aNcey5ubm2LlzJ+rUqaOyb8aMGUhMTCzUvhIRERERERFRycIgTjG5fPkyjh49qrJ9xowZqFWrllZ1mJmZYf369Srbo6KisG7dugL3kYiIyhbmWiEiIm3w/wui0oNBnGKibsqTnZ0dvvzyyzzV07x5c7XTqhjEISKi7JhrhYiItMH/L4hKDwZxikFGRga2b9+usn3o0KEwMzPLc32jR49W2Xbnzh1cuXIlX/0jIiIqaokpyUpfiYiofOAoH6LCxSBOMbhw4YLaF60BAwbkq74ePXrA1NRUZfvBgwfzVR8REVFRS0pJUfpKlB/8MKg78UmJ+PdyIOKTmIeR8oajfIgKF4M4xeDff/9V2WZmZobmzZvnqz4TExO0aNFCq3aIiKhs4IdXIn4Y1KX4pCScCA5CfFKSrrtCpVxZDQhyxCkVFwZxisGlS5dUtjVs2BCGhob5rtPX11dlW1BQUL7rIyKiko0fXomIqCwoqwFBjjil4mKg6w7kx2+//abrLmhl+PDhAICrV6+q7KtXr16B6lZXPiYmBk+ePIGHh0eB6iYiIiIiUsRRBpRfcXHxSl+JqGBKZRDngw8+gEwm03U3cjV8+HCkp6fj6dOnKvuqVatWoLo1lX/48CGDOERUIK9fv8bx4/+iQwc/2Nra6ro79AbfBFNhiE9KROCdW/CpWRuWZua67g6VIuVllAFfawtffHy80lciKphSGcSREwRB113QSB5kevr0KbKyslT2V6hQoUD1ayofGhpaoHpzExAQUKDy169fL6SeEFFRkU/b8fZuXKaDOIofZksDvgmmwiCfxlDTw5NBHCI1+FpLRCVdqQ7ilNTROIrBpYiICLXHODs7F6gNTeUjIyMLVG9u1CVULqiIiAg8e/as0OslKiteRkchLvo1wsLCkJWSWuTtvXjxAklJSXjx4kWBcneVdC+jo7D732OwMjACgGK9xtrI/nuPiIhAUlJSnl4zs/8udfm7DX/xEnHRrxH+4iWemZhpPE7xvKNjY7UqU9oV5++luF9PCltO16q0PXcK4/denL/P7H/Dpf25pEn219ry8n9iUZ5n9mtaVp872f9GtP1/r7Qrjb/PihUr6roLBSITSvJwFg309Ep+PmaZTIbMzEwcOHAAPXr0UNl/6dIleHt7F6gNc3NzJGVLCDZ58mQsXLiwQPXmpKQGzoiIiIiIiIhyUwpDIEpK5UicESNG6LoLWktISFC73cLCosB1W1hYqARxEhPL1lJ9RERERERERCQqlUGcX3/9Vddd0Fp6erra7QYGBb/06oY6pqWlFbje4rZr164Cj0oiKi5PnjzBwkVLMGXy1wAgff/yZTg2/bYZI4YPg6+vj3QcAIwYPgybftusVEZxW/Zk5Iple/bojn37D8C1YW30aNYSP69Zr3SsfL9iH+Tbsrchr1dxv2Jf5cddvBgonYtHtSrYfOQAwq7cwITPP0d0YgKOXg1CVQtbHD90RKoj+PYt7Dt7Ci+Cbymdk7pzAaBy/TR9r9hvdfvy+ntSLBN8+xaOXg1C2JUbGPHBCBy9GoRhnbsjLSFR7fGK5yI/B3X71Z1/XvorP+efftkAx5rV0LR6TXg6OmtsW91zTfEYxf25Pd809VOxf9mf69p6GR2FzUcOYFjn7nCxs5e2nzwfgO1b/sQ7QwehilsF+K9bh5SYOBiYGqNDl864FvpQ5XmlzXUEtHuu5FSHNuVyajOnurJfd3nZnF4bspfL/resSPHv2MXFWeqHkYW52t9Dfmg6v7xcw9x+Z4rnoXiO6v4eFc/t2sP7uPrwPhpUrY7OPs2k43O7vtqep6bnszbXJ6dj8vr8u3LjOn5esx6jPh0NeyvrfD3ns5Nfc8XX7J49uqNSTS/sv3AWYVduYNCAgfj7wD441qyGHk1bonblKrnWl9fXjOzycz1zKvfXX1tx+sxZtG7VEu+//16u7Wc/j/y+Lmp7PfL6XCgshfX7CrhxDWduXJXePyieg3xfq7oNUMHKJtf/gzTJzzXK73XVptytkEfYf+EsfKt6Ydum32FVwQV2ld3Rqm4DNK9bX+u2SgJtr9OiRYvx8nUUUuOTYF/BBXO+mVaMvSy/SmUQpzTJzMxUu11fX7/AdaurIyMjo8D15uTcuXMFKn/9+nV88sknStucnJxK/bxEKj/S09NhZmYGV1dXAJC+z8oSYGZmJj2f5ccB4nM8exnFbdmf/4plHRwcYGZmBksbGzg7O0vb5eT7Ffsg35a9DXm9ivsVt8uPCw19LO13c3ODlZ0tYi0s4OrqCsP4OFjZ2cLe0l6pjhfRUbC0sUFstnNSdy4AVK6fpu+z9y/7vrz+nhTLvIiOks7N2dkZVna2cHNzQ2p8gtrjFc9Ffg7q9qs7/7z0V37O5paWsLKzhaOTE1xdXDW2re65pniM4v7cnm+a+qnYv+zPdW3pmRhL19jNwVHa7vimz45OTnB1dYW5hQX00jJgaGYCewcHWMZEqTyvtLmOgHbPlZzq0KZcTm3mVFf26y4vm9NrQ/Zy2f+WFSn+Hbu6ukp1GltaqP095Iem88vLNcztd6Z4Hrn9PSqeW1h8LKxev4JDtte53K6vtuep6fmszfXJ6Zi8Pv/CIiNgZmYGZ2dnONrY5us5n538miu+Zjs4OMDZ1UV6zXRycpJeo5xdXXJsT9PvMK/ycz1zKmdnZwczMzPY2dlp1a/s55Hf10Vtr0denwuFpbB+X46R4bAKe/v+QbEu+T5HZ2e42tjl+n+QJvm5Rvm9rtqUi0pJkv7fNjMzg4XVm//HnZ1L3Wcdba+TlZUV4tNToZ8JWFpZlbrzLK0YxClimkbcFEawRV0dRZ1wrXnz5kVaPxERERERERGpV/IzBJdyxsbGardrmmaVF+qmTmlqj4iKl42NDfzat1e7fUD/fqhYsQIG9O8HGxsbrcsq8mnSBNWqVUPVqlVV6jEzM8u1DXV9yu04ALC0FPN52drZvvnZMtcyhdFuQerW1I78XFq2bCl9X1htFjZtnhNFSfHc5L/zgvzuc2qnRg0v6WdTk7z9n6bN772wFXY7lpaWxdLvolRc1z4/Str1LcnXqqTR5lrl5XqamJgofS2K/pRGhf0a38C7cZFdo7L6OygJtL22hZEihPKOV72IaXoBjIuLK3Dd8fHxKtusrKwKXC8Raab4n1pMTIzG42xtbdGxox/+PXFCZfvAgQMAAJ6enhrLDhzYH7a2NnBycpK2W1lZoXu3boBMzE9gaysGUurXrwfg7euNi4sLunTpnGMbmvqkiZ9fe9jY2CA5UxwBWKVKZQzo3w8eHu5v2s45COLXvr3KVLDs7WpzXbV9U5G9bnXnZ2Upvl726N4tX23k1mZeZG/TxsYGdWrXQRQypbrVPZ8U+bVvXySBFXn78nOT/36srAq/LVtbWzRs0ADBARcBACampnkun9vvvbCpuzb5IX8OeHi4o0EDzbkT5AG9nJ4LQOF/EMuLvPwtaPuaqolPkyYIvHRJ6+OtrCzz/Lwoyg+K2a9VXtuysrKCbWX3Inn/Z2Zmhtq1auHW7dtK25u1aI6KFSvAx6cJnqaoX8CjKGjzvMrLc8/0zeuLaR5fZ9S1pcu/t8Imf20vrNf4Rj5NpPcrha0g/+8WJQtzc3Tv3g1RGamIyip9+UoB7a+tjY0NHoe/KIYekSKOxCli9vbqk90V5I0eAKSmpiI1NVXr9oiocMj/U9PmDYn8zXh+3tTJ23Fzc5W2WVlbY9iwIRg2dIja9gv7jZeijh06KLVpZWmldB3kARGN5Tv6wdzcXON+ba9rXq5/fhVHG7m1aWtrizp1a+epjo4d/Qr0u/dr3553M3UoL38DHTv65VpfUb4eFKaC/r116OBX5Hfii/M1Ia9tWVlbw75qJVhZWxd6X8zNzVG3bh2V7c1btoCnpyea+voWepulVWn5e6PiYW5hgWFDh6DZm8TQJsZGOu5R0XFycgJkYkgh+806KjoM4hQxFxcXtdvDw8MLVO+LF+ojnpraI6Kipe4unPzNuIeHe4mY1iHfLx/dU9x3DOXttWzZotCGw+uCT5MmWh9bkHNxePMhziGXD3Pq2lAXkNEUpJGXF0d/aR+cLKzfj4WlBWwru8Mi22iueg3qw8LcHAbGRmjZrk2JfT4oysu1kY+oKUg7uvpbzt6PovzdVKxYAbVq1kTFihXU7pePrLG1tYWlmRnaN/SGpZkZjI3EHIHyr0QFldtzsbDp6v/CwmpXHrjILYBRkNfC/CjO62pvZa30tSyyt7eHTF8MKdg7OOi4N+UHp1MVMTc3NxgbG6uMmnny5EmB6n369Kna7ZUrVy5QvUSUP/JAjXx6kaLiGu6bWzvy/SEhIQAK/46hgbEROnftovTGSN2bpR7du+UYLCipw6PlOnTwg4eHu1ZvAAtyLs5vVryRf9U0jUbddJ6OHf1UrrG6bfnpY2H/fiwsLWFftRIs3gQi5EGdFq1awtzCAgbGRmjdpl2xjozKr7xcG8Vpk/mduldUf8t57UdhUfd64enpiZkzp2tV3tLMHH6NxTvfxgZGSl/Lg6L4cCq/s16QO+zFHfzIrrCuS07PxaK49rr6v7Cw2jU1Mlb6mnN7+XstzI+ivK5mb/Iryb+62NmjfUNvuNiV3ZkSNWp4weacHZKjYmBrb6fr7pQbDOIUMZlMhqpVq+LWrVtK2+/du1egejWVr1atWoHqJSLtKb5pK6o3BTY2NujctQvuJb4u1DpzerOZ37n9BsZG6NK9q9KHbU15bwqzv8VF3o/ccpYUFW3e6Kq7ViXl+mkre1CnuBXn9dLFhzTF0SolTX5z6RTF8YWhuNssiueTfBpsTtNhc5OXQFxRKI6/s5J+86GkKw3XT5u/Z3MTU6WvioHlssrT0xMdOnbA/ox0uLi65l6ACgWDONlkZWUhJiYGiYmJEAShQHXZ29vD3NwcjRo1UgniBAcHF6hudeUrVqwIBw5jIyo2xfXGsEv3rni0Z0eh1plTvxVHFckTGRdHu4VdrrCVhH5oO9oqL2VKGidbW3g6u8LJ1hYRrwsveKmt0na98qqsfKjQ9QiyktomERUN/j1rZm9nB/uqlWBvx5E4xaVcB3Hi4uKwa9cuBAQE4Pz583j48CESExMLrf4VK1ZgzJgxaNq0KX7//Xelfbdu3UJcXFy+VxMICAhQ2da0adN81UVEpEjxjUryq0gd94bKuuzDz13tHfFRjz4AoJMgDlF5pzj96dmz57ruDhGVcKbGxkpfqeiVyyDOs2fP8P333+O3336TgjYFHXWTnUwmk77v2LGjyv7MzEwcO3YM/fv3z3PdkZGRuHLlisp2de0QERGVZNmHnxOVBiV5WlpBKU5/YhCHioK2SY+JSL1ytzrVnj170LBhQ6xevRoJCQkQBEEK4MhkskJ5ZFerVi1UrVpVZfvWrVvzdQ7bt29HVlaW0jaZTIYePXrkqz4iIiIi0p58WpqlWf5zxZBuFUbSZsofbZMeE5F65SqIs2HDBvTr1w/R0dEQBEFt8EUe1FEM7miS/dicjh86dKjKtn/++QfPn+ftDocgCFi5cqXK9nbt2sHdXXVVHCKigijLd5uJiKj8KoykzZQ/2afRElHelJsgzrlz5/D5558rBW+At4EYQ0NDVKggLn0o3yeTyeDs7Aw3NzeYmpqqBGsU6zEwMEClSpXg4eEhfVXMd/Pxxx/DyEh5yGB6ejqmT89btv5NmzapJEkGgC+++CJP9RARaYN3m4mIqCzK70qMVHCcRktUMOUmiPPJJ58gLS1NKXijr6+P8ePHIzg4GCkpKXjy5IlKuV27duHp06dISEhAcnIyzpw5g++//x41atRQGnmTmZmJtm3b4saNGwgJCUFISIjS6Bs3NzeMHDlSpf6NGzdi+/btWp3D/fv3MX78eJXtdevWRd++fbWqg4iIiIhIG2U50GFlZan0lYiotCgXQZw9e/bg5s2bSgEcGxsbnD59GkuXLkX9+vW1qsfY2BgtWrTA5MmTcevWLezatQtubm7S/s2bN6N9+/aIjo5WW37u3LmwU7P02rBhw/Dnn3/m2HZwcDA6dOiA2NhYlX0//vgj9PTKxa+SiIiI3rCxscGA/v1gY2Oj665QGcVAR+Ery4ExIioe5eKT/9q1a6Xv5dOp/vjjjwIvyd27d29cv34drVu3lqZZXbp0Cb1790Z6errK8Q4ODtiwYYPK9tTUVAwePBjdunXDrl27EB4ejszMTMTExOC///7Dxx9/DF9fXzx9+lSl7IQJE9C+ffsCnQcRERGVPra2thg4cABsbW113RUqo3IKFDKvSf4wMEZEBVXmgzhZWVk4e/YsZDKZFMDp0aMHunbtWij129jYYP/+/WjYsKE00icgIABz585Ve3zfvn0xf/58tfsOHTqEfv36wcXFBQYGBrC1tUW7du2wfv16tUGhnj17YuHChYVyHkRERFQ2ccQO5VdOgULmNSEi0o0yH8S5du0a4uLilLZ9/PHHhdqGhYUFNmzYICU6FgQBixcvRmRkpNrjv/nmGyxbtgz6+vr5bnPo0KH4+++/YWhomO86iIiIqOzjiB0iIqKyo8wHcR4+fKj0s56eHvz8/LQun5aWptVxjRo1Qv/+/aVkx2lpafj11181Hj9+/HicPXsW3t7eWvcFAFxdXbF582Zs3rwZxsbGeSpLRERUmnC6BhEREZGyMh/Eef36tdLPVapUgZmZmdblU1JStD62f//+AN4uUb5v374cj2/atCkuXbqEo0ePYsSIEdIS59nZ2NigV69e2LRpk8qqV0REVDZZmpmhfUNvWObh/6yyhtM1iIiIiJQZ6LoDRU1xpSiZTAYHB4ccjzcxMUFqaqr0c3JystZt+fr6St8LgoCgoCCtynXs2BEdO3YEAMTExCAsLAyJiYkwMTGBg4MDXF1dte4DERGVDZZm5vBr7KPrbhARlUnMFUVEpVWZD+LIpzfJmZub53i8lZWVUi6bFy9eaN2Wi4uL0s8pKSl4/vy5xhE26tjY2PA/EyIiIqICMDE2UvpKlJ08VxQVP440JSqYMj+dysrKSunnxMTEHI+3tFRe7u/Zs2dat2VgoBoTyz6di4iIiIiKlqmRsdJXIio55CNNLc1yvrlOROqV+SCOnZ2d9L0gCIiNjc3x+IoVK0pLkQPA1atXtW7r5cuXKtvULQ1ORERERERERJRXZT6I4+XlpfTz8+fPczy+fv360veCICAgIEDrttQdy+U8iYiIiIiIiKgwlPkgTo0aNaRRNQAQFxeHx48fazxeMYgDAFFRUdi/f79Wbf38889KP8tkMjg5OeWht0RERERERERE6pX5II6ZmRlq1aqltC04OFjj8d26dYOe3tvLIggCpk+fnutS45s3b8bx48chk8mkZMr16tXL03LmREREREQlkZmJidJXIiLSjTIfxAGA9u3bK+W5OXDggMZj3dzc0KZNG6Xjr127hp49eyIsLEzl+KysLKxYsQKjRo1SGvEjk8nQtWvXQj4TIiIiIqLiZ25iqvSViIh0o8wvMQ4AHTp0wMqVKwGII2v27duX4/ETJkzAyZMnAUAaWXPixAlUrlwZ7dq1Q61atWBhYYGwsDAcPXoUYWFhSkEfADA0NMSXX35ZZOdERERERKQrXCY6f2xsbDCgfz/Y2NjouitEVEqViyBO165dYW5ujqSkJADiKlIHDx5Et27d1B7fq1cvdO/eHQcOHIBMJpMCOenp6Th27BiOHTsmHSufOiUP4MiDORMnToSbm1sRnxkRERERUfGTLxNNeWNra4uBAwfouhtEVIqVi+lUJiYm6NWrlxRwEQQBS5cuzbHMhg0b4OXlpRSkkQdzFB/y7Yo6duyIefPmFc3JEBEREREREVG5VC5G4gDAokWL8NFHH0k/Zw+8ZOfs7IwTJ06gd+/eCAoKko7XVE4e7Bk6dCh+/vnnXOsnIiLdUpwKEP9mpCYRERERUUlWboI4FStWRMWKFfNUxtXVFRcvXsT69evx008/4caNG2qPk8lkaNmyJWbMmIHOnTsXRneJiKiIKU4FYBCHiIiIiEqDchPEyS+ZTIaPP/4YH3/8MUJDQxEUFITw8HDExsbC2toabm5uaNWqFRwcHHTdVSIiIiIiIiIqwxjEyQNPT094enrquhtERERElAMzExOlr0RERGVFuUhsTERERETlh4udPdo39IaLnb2uu0JERFSoOBKHiIiIiMoULn9NRERlFUfiEBEREREREVGecfpq8SsXI3H8/PyUfl61ahVq1qxZ6O3cvn0bn3/+ufSzTCbD8ePHC70dIiIiIiIiIl0zNzFV+kpFr1wEcU6ePAmZTAZBECCTyRAXF1ck7cTFxam0RURERERERERUGDidioiIiIiIcmRpZob2Db1haWam664QEZVr5WIkDhERERER5R+TRRMRlQwciUNEREREREREVAowiFOIBEFQ+llPj5eXiIiIiIjKF65YRFR0GGUoRImJiUo/m5ub66gnREREREREusEVi4iKDoM4hSg0NFTpZwsLC910hIiIiIiIiIjKHAZxCtHx48eVfq5YsaKOekJERFSycGUbIiIiooLj6lSF5MCBA9i+fTtkMhkEQYBMJkODBg103S0iIqISgSvbEBERERVcqQ/ihIWF4dixY3kqs3//fty5c6dA7aanpyMxMRGhoaE4e/YsLl26JAVv5Fq2bFmgNoiIiIiIiIiI5Ep9EOf69ev44IMPlIIn6shXjhIEAfPmzSvUPsjrVuyDubk5Bg4cWKjtEBEREREREVH5VeqDOHLZl/curGO1pRjAkclkmDp1Ksw475+IiIiIiIiICkmZCeLkNBIne9Amt1E7+SVvZ9CgQfjmm2+KpA0iIiIiIiIiKp/KTBBH1yNxAMDX1xfjxo3DoEGDiqR+IiIiIiIiIiq/Sn0Qp0KFChgxYkSOx2zatElp1ahu3brB0dEx323KZDIYGxvD0tIStra2qF27Nry9vbmkOBEREREREREVmVIfxKlbty5+/fXXHI/ZtGmT0s8zZ86Er69vUXaLiIiIiIiIiKhQ6em6A0RERERERERElLtyE8Qpqjw4RERERERERETFodRPp9LGiRMnlH6uXbu2jnpCRERERERERJQ/5SKI07ZtW113gYiIiIiIiIioQMrNdCoiIiIiIiIiotKMQRwiIiIiIiIiolKAQRwiIiIiIiIiolKAQRwiIiIiIiIiolKgXCQ2zklGRgauX7+Oe/fuITY2FrGxsUhJSSmUJclnzpxZCD0kIiIiIiIiIiqnQZzk5GRs3boVv/76Ky5evIi0tLQiaYdBHCIiIiIiIiIqLOUuiPP333/jiy++QGRkJAAUyogbdWQyWZHUS0RERERERETlU7kK4owfPx4rVqxQCtwURbClqAJDREQllaWZGdo39IalmZmuu0JEREREVGaVmyDOnDlz8OOPPwJQH7hh4IWIKP8szczh19hH190gIiIiIirTykUQ5969e5g3b55K8EYeuLG3t0ejRo1QrVo1WFlZwdTUVBfdJCIiIiIiIiLSqFwEcb799ltkZGQoBXEEQUCrVq0wc+ZMdOjQgTlsiIiIqFDZ2NhgQP9+sLGx0XVXiIiIqIwo80GcjIwM7Nu3TwrSCIIAmUyGqVOnYv78+TruHREREZVVtra2GDhwgK67QURERGWInq47UNTOnz+PhIQEAG8DOD169GAAh4iIiIiIiIhKlTIfxAkNDVXZNnv27OLvCBERERERERFRAZT5IE5kZKTSz87OzmjUqJGOekNERERERERElD9lPoiTkpIifS+TyeDp6am7zhARERERERER5VOZD+JkXxHCzMxMNx0hIiIiIiIiIiqAMh/EqVatmvS9IAgq06uIiIiIiIiIiEqDMh/EadKkCfT19aWfQ0NDkZmZqcMeERERERERERHlXZkP4tja2qJdu3YQBAEAkJCQgHPnzum43UewrAAAkx5JREFUV0RERERERGWTpZkZ2jf0hiVTWRAVujIfxAGAr776CoCY2BgAfvzxR112h4iIiIiIqMyyNDOHX2MfWJqZ67orRGVOuQjidOvWDd26dYMgCBAEATt37sTx48d13S0iIiIiIiIiIq2ViyAOAGzcuBHu7u6QyWQQBAHvvPMOgoODdd0tIiIiIiIiIiKtlJsgjqOjI44ePYoKFSoAAGJiYtCiRQv89NNPyMjI0HHviIiIiIiIiIhyVm6COADg5eWFCxcuoE2bNgCAlJQUjBs3DpUrV8b//vc/HDlyBM+fP0dycrKOe0pEREREREREpMxA1x0oDopLjMvJkxwLgoDnz5/j+++/x/fff19obcpkMo7wISIiIiIiIqJCUy6COPLlxbOTyWRKwRwiIiIiIiIiopKqXARxgLcjb+TkK1XJ92XfXxAMCBERvRUbG4sdO3bg0qVLCA8PhyAIsLe3R4MGDTBgwAC4urpqLHvmzBkcPXoUDx8+RGJiIqysrODp6YlWrVqhU6dOee7L06dPsXXrVly7dg0JCQmwt7dH8+bN0b1XT7Rv6A1LMzONZe/fv4+9e/fi+vXriImJgZmZGVxdXdGgQQMMHjxY7ajPxMREbN26FQEBAYiKioKFhQXq16+P9957D+7u7hrbSktLw86dO3Hq1CmEh4fDxMQEtWrVwjvvvIMaNWrk+byJiIiIqGwoN0Gc7AozaENEROo9f/4cU6ZMQWxsLAwMDODs7AwDAwO8ePEChw8fxsmTJ/Htt9+ibt26SuXS09OxcOFCXLhwAQDg4uICJycnvH79GleuXEFcXFyegzjXrl3D7NmzkZaWBmtra3h4eODZs2f4559/EBAQgMWLF8PSzFxt2W3btmHLli0QBAE2NjaoXLkyEhIS8OjRI9y9exfvvPOOShDn9evX+PrrrxEREQFjY2N4eHjg1atX+O+//xAQEIDZs2ernDcg5mv75ptv8ODBAxgYGMDDwwOxsbG4cOECAgMDMXHiRCm3GxERUWknCAJu376N8+fP49atW3j27BlSU1NhZWWFmjVrokePHqhfv75WdR05cgQrVqwAAHTq1Aljx45VOeb58+c4d+4crl27htDQUMTHx8PU1BSVK1eGn58fOnTokOfPimlpabh1/TrSnr7AskWL8OTxEyQlJcHV1RXr1q3Tqo7nz59j165duHLlCqKjo2FsbAwnJyfp5o+FhYXS8devX8edO3dw79493Lt3D9HR0QCAX3/9FQ4ODhrbuX//Pm7evIl79+7h7t27iIiIAAAsXLgQtWvXztN5k26UmyAOR8cQERW/1atXIzY2FrVq1cLkyZOlNxXx8fHw9/fHhQsXsHz5cqxfv17pDdPy5ctx4cIF1K1bF1988YW0siAgjux59OhRnvqRnJyMRYsWIS0tDb169cLIkSNhYGCA+Ph4zJ07F7dv38aPP/6ImTNnqpQ9dOgQNm/eDAcHB4wbNw4NGzaU9qWlpSE4OBgGBqr/nS5fvhwRERGoXbs2pk+fDktLS2RkZOCXX37B3r17sXDhQqxfvx4mJiZK5TZs2IAHDx6gYsWKmD17NpycnCAIAnbu3ImNGzfC398ftWvXzvENGhERUWlx7do1TJ8+HYB4o93NzQ3GxsYICwvDuXPncO7cObz33nsYOnRojvXExsZi48aNOR6TlZWFTz/9VPrZwcEBVapUQUREBK5fv47r16/j1KlTmD59OoyMjLQ+h2fPnsF/6TKtj8/u+PHjWLlyJdLT02FhYQFPT08kJyfj+fPnePToETp27KgSxPnuu++QmJiY57ZWrFiBkJCQfPeVdK9cBHGysrJ03QUionInNTUV165dAwCMGTNGKehgaWmJ8ePHY/DgwQgPD8ezZ8+k6UVBQUE4deqUFMTI/ibK2toajRo1ylNfDh48iNjYWLi7u2PUqFHQ09OT+jFp0iSMHj0agYGBePjwIapWrSqVi42NxS+//AIjIyPMmTNHZQqUkZERfH19Vdq7f/8+Ll++DH19fXz99dewtLQEABgYGGDUqFEIDg7G06dPcfjwYfTp00cqFx0djaNHjwIAxo0bBycnJwDim9oBAwYgODgYwcHB2LlzJz7++OM8XQMiIqKSSBAEuLq6om/fvmjTpo0UrMjIyMAff/yB7du3Y+vWrahRowZ8fHw01vPzzz8jISEBPj4+CAwM1NiWubk5evbsiY4dO8LFxUXad+bMGSxbtgxXrlzBli1bMHLkSK3PwcDAADVq1ICXlxeqV6+OzMxM+Pv7a1U2KCgI/v7+MDMzw1dffYWWLVtKN7YyMzNx48YN2NnZqZTz8PCAm5sbvLy84OXlhQkTJmjVnouLC9zd3aVyixYtwqtXr7Q+V9K9chHEISKi4peRkSGNglR8kyRnYWEBCwsLxMfHIzMzU9q+Z88eAMB7772Xp7tgOTl37hwAoEOHDlIAR87R0RENGzZEUFAQzp49qxTEOXr0KJKTk9G5c+ccc9hoaq9hw4ZwdHRU2qenpwc/Pz9s2rQJZ86cUQriXLx4EZmZmXB3d0fNmjVV6u3cuTOCg4Nx9uxZBnGIiKhM8PLywurVq1WmJRsYGGD48OF49OgRgoKCcPjwYY1BnODgYJw8eRLdu3eHtbW1xiCOnp4efv75Z5VRLQDQqlUrvHz5Eps2bcLRo0fx4Ycfaj2tysPDA0uWLJF+vn79ulblMjIysHLlSgDAtGnTVKaN6evro0GDBmrLLlq0SKs2sps2bZrSz9nfF1HJxyAOEREVCXNzczg4OODVq1e4c+eO0jQkQJz7HR8fD3Nzc7i5uQEQpyddvXoVMpkMPj4+uH79Ok6cOIHw8HBYWFigdu3a6Ny5M0xNTbXuR2ZmJh4+fAgAGud616pVC0FBQbh7967S9osXLwIAfH19ERYWhkOHDiE0NBQGBgaoXLkyOnfuDGdnZ5X65PVoak++/cGDB8jKypLeQN25c0fqj6Z+AuKInVevXnFKFRERlXpmOSwqAACNGjVCUFAQnj9/rnZ/WloaVq1aBWtrawwfPhy7d+/WWJdMJlMbwJFr3LgxNm3ahISEBMTGxsLGxkarc8ivc+fOITIyEg0bNtQ67w8RgzhERFRkhg0bhmXLlsHf3x+jR49GvXr1oKenh7t370p5cD788ENpxE1ISAgyMzNhb2+Pv//+G3///bdSfefOncPOnTsxa9YsVKlSRas+REREICMjAwDUBlyAtyOFwsLCpG2CIEjBn7CwMCmnjlxgYCB27tyJsWPHon379kr1yetRNwJJcXtGRgYiIiJU2tdUzt7eHgYGBsjIyEBYWBiDOEREVObJ/+/VNDp369atePHiBSZMmABzc/ULFOS1rZzaK0zym0U+Pj6Ijo7GwYMHcf/+fQCAu7s7OnToAE9PzyLvB5UuDOIQEVGR8fPzg4mJCbZu3YoFCxYo7fP09MSsWbPg7e0tbZOvrBAbG4u///4bvr6+GDlyJJydnRESEoKVK1fi4cOHmDdvHlatWqWSFFidhIQE6XtNd9/k2xWPTUxMlN7M/fbbb3BxccHnn3+OGjVqIDo6Glu2bMHJkyfh7+8Pd3d3VKtWTaVNTW8mFfuh2Kb8e039lMlkMDc3R2xsrFI5IiKiskgQBJw5cwaA+tGtT58+xc6dO1GnTh34+fkVuD15W5UqVcp1hFBhePDgAQBxAYbPP/9c6f/2oKAg7N69G8OHD8fAgQOLvC9UenACHBERFRlBEBAeHo64uDjo6enB1dUV7u7uMDAwwOPHj3H48GHEx8dLx6ekpAAQR6i4uLjgm2++QYUKFWBgYIDq1atj1qxZMDY2RmRkpJQAODeKd9UMDQ3VHiPfrnisvC+AmCB/+vTpqFu3LgwNDeHs7IyvvvoK1apVQ2ZmJrZv3662zdzay95meno6AKhd7Sp72dTUVI3HEBERlQWHDx/Go0ePYGBggN69eyvtEwQBK1euhCAI+Oyzzwrc1uPHj7F//34AwIABAwpcnzZev34NAPjrr79gZGSEGTNmYMeOHdi0aRP69esHQRCwadMmXLhwoVj6Q6UDgzhERFRkVq1ahV9++QWOjo5Yv3491q1bh1WrVmHjxo1o0qQJAgICMG3aNGkVQcWhy927d1cJZtja2qJNmzYAgMuXL2vVB8U65UGS7OTbFY9V/N7b21tpmXNAHBUjf0N55coVKYmzYtnc2svejjxAI5/+lVNZY2NjjccQERGVdg8fPsT69esBiNOzXV1dlfYfPXoUN2/eRO/evVGpUqUCtZWYmIgFCxYgIyMDTZo0UZkmXVQUb15NnDgRvr6+MDIygp2dHUaOHInmzZsDAP78889i6Q+VDgziEBFRkQgJCcHhw4dhYGCAyZMnS8tlA+Iy4V9//TWsrKwQGhoqDV9WnEZUsWJFtfXKV4kKDw/Xqh+api4pUjeNyczMTFqVQlNf5NuTk5MRFxen0mZiYmKO7WVvU920LkWCIEh15pSYkYiIqDQLDw/HnDlzkJaWhrZt26Jfv35K+2NjY7Fx40Y4ODhg8ODBBWorPT0d8+bNw/Pnz+Hh4YGJEycWqL68kN/IqVSpktrExvIVLB8+fIjY2Nhi6xeVbAziQPyj2LRpEz7++GM0a9YMXl5ecHBwgKGhIfT19XMc1k5EROrdvn0bgiDAzc1NbQJeMzMzeHl5AYCUxE9xtIumqUjy12T56J3cODk5SWU0BX5evnwJANIqWfJ25AmGtZkWpdgfeT3yejW1Z2BgoBTcyq1cVFSUNEpHsa9ERERlxevXrzFjxgxER0fDx8cH48ePV1nq+9dff0V8fDxGjRqlVX48TTIzM7Fw4ULcuHEDTk5OmDt3brHeJJG3lduNK0BcqIEIKMeJjQVBwO7du7F8+XKcPn1aaXterVmzBj/++KP0s5GREc6cOcO7pERUriUlJeV6jPw1V54XxsHBQVqWXFMgQx6Isbe316of+vr6qFq1Ku7evYtbt26pXb779u3bAIAaNWooba9ZsyZevHiRa18MDQ1hZWUlba9RowauX7+OW7duqS0n316tWjVpeXF5uePHj0v90dRPOzs7rkxFRERlTnx8PGbMmIEXL16gbt26mDp1qtob6o8ePQIgfg5bs2aN0j75FKX//vsPgYGBAIDNmzer1CEIAvz9/XHhwgXY2dlh3rx5sLOzK+xTylGFChXw6tWrPN8sovKtXI7EuX//Ppo2bYoBAwbg9OnTEARBegBingP5Qxt9+vTBw4cPcffuXdy5cwfXr19XWRaXiKi8kY8UCQsLw6tXr1T2JyUlqR2B06pVKwDAv//+q1ImLS1NCrw3aNBA677I55QfP35c5U1QZGQkgoODAQAtWrRQ2ifvS2BgoFICZjl5cuU6depAX19fpb3g4GBERkYqlcnKypLOrWXLlkr7mjZtCn19fTx9+hR37txRae/IkSNqyxEREZV2KSkpmD17Nh4/fozq1atj5syZuS7zHRMTo/KQB3HS0tKkbeqsWbMGJ06cgKWlJebOnauSc6c41KxZE0DuI3cB7W9eUdlX7oI4f/75Jxo3boygoCApcKMYtNE2cKPI1dUVAwYMkOoCgE2bNhV214mISpXGjRvDysoKGRkZWLRokdIw4NjYWCxZsgRxcXEwMjJSCkr0798fJiYmuH37NrZt26Y0WmfVqlWIjo6GhYUFunTpotTe2bNn8dFHH2Hy5MkqfenWrRusrKzw9OlT/Pzzz9KUpPj4eCxevBiZmZnw9vZWWiYcAHx8fFC9enUkJyfjxx9/RHJysrTv4MGD0moR2Vex8PLyQsOGDZGZmYklS5ZIAaCMjAz8/PPPePr0KaytrdG1a1elcnZ2dujYsSMAwN/fX7pmgiBg586dCA4OhpGRkUpuACIiotIsPT0dc+fOxd27d+Hh4YHZs2fD1NRU4/E//vgj9u7dq/YxaNAgAECnTp2kbdlt3rwZBw4cgKmpKWbPng0PD48iO7ecyG8W3b17F8+fP1fZf+zYMQDi502OwCW5cjWdateuXRg+fDgyMzMBQAq4aJpClZeAzpAhQ/DXX39J9Z05cwaxsbGwtrYuYK+JiEonExMTfPXVV5g/fz5u376N0aNHw8XFBfr6+njx4gUyMjKgr6+PMWPGKN1dsrW1xaRJk7BgwQJs3rwZe/fuhaOjI8LCwpCYmAhjY2NMnjxZ5fU1JSVF43xxMzMzTJ48GXPmzMHevXtx6tQpODo64unTp0hNTYWTkxPGjRunUk4mk2HKlCmYPHkyzp8/j+HDh8Pd3R2vX7+WRhcNHToUDRs2VCk7YcIETJo0Cbdu3cKHH34Id3d3REZGIjY2FkZGRpgyZYraefwfffQR7t+/j0ePHuGTTz6Bh4cHYmNjERUVBT09PXz55ZdwdHTMy6+CiIioxMrKysKiRYtw7do1uLq6Yu7cubC0tCyy9nbt2oVt27bByMgIM2fORPXq1bUqd/fuXSxatAgAsGHDhkLpi6enJ1q0aIFz587B398f06ZNg42NDQDg/PnzOHjwIADgnXfeKZT2qGwoN0GcoKAgDBo0CJmZmUrBGUEQUL9+fQwdOhStW7eGp6cn7t27h7Zt2+ap/o4dO8Lc3FzKAZGVlYUTJ06gb9++hXkaRESlire3N3788Ufs2rULV69eRWRkJARBgJ2dHerUqYM+ffqgatWqKuV8fX2xbNkybN++HdevX0dISAisrKzQtGlTvPPOOxoTAOakQYMGWLZsGbZu3YqrV68iNDQU9vb2aN68Od577z2NecycnZ3x008/YevWrbhw4QJCQkJgYmICb29v9OnTB40aNVJbzs7ODv7+/vjrr79w/vx5hIaGwtzcHG3atMH777+vlKxQkampKRYvXowdO3bgv//+w9OnT2FiYgJfX1+888470tBrIiKisuDMmTM4f/48APHmyffff6/2ODs7O0ydOrVAbUVHR+OXX34BIP5/+9tvv2k89ptvvoGtra30c1paWo7JhceNGydNoZYPGnj58qXS6lkDBgxQGb37xRdf4NmzZ7h9+zZGjhyJSpUqISEhQZpK1blzZ3Tq1EmlvbVr1+K///5T2f7ll19Kn3dr166N6dOnK+3fsWMHduzYIf0sXxFzzpw5Up4+R0dH+Pv7azxX0q1yE8QZO3YsUlNTlUbfODo6Yt26ddLSbXKhoaF5rt/Y2BgdO3bE7t27pW0M4hARifluPv/88zyX8/T0xKRJk7Q+vkOHDujQoUOOx3h4eOSpTjlLS0uMGjUKo0aNylM5CwuLfJUzMjLCoEGDpCHhREREZVV6err0fVhYGMLCwtQep7iaY35lZGRIszBiY2NzXLZbsV/aSEhIUMmfJwiC0rbU1FSVcpaWlli6dCl27NiBM2fO4MmTJzAwMEDdunXRrVs3tGnTRm17ycnJavP1yYMyAJCYmKiyPzU1VW05xWNzmspGulcugjg7duxAQECAUgCncuXKOH36dKEu0ert7Y3du3dL7Vy9erXQ6iYiIsqL8PBwBAcH4969e7h37x6ePHmCrKwsDB06FO+9957aMq9fv8aVK1ekMiEhIcjIyECnTp0wduxYrdoNDg7GwYMHcefOHcTFxcHCwgIVK1aEj48P+vfvn6dzsDQzQ2PPqvjjt99w8/oNxMTEwMbGBk2aNMH777+vNsnj8uXLcfz48VzrrlevHubPn6+yPS0tDTt37sSpU6cQHh4OExMT1KpVC++8847K6mVyH330UY53Z2vUqIElS5bk2iciovJIm5sweTF48GCl0S+KnJyc1ObI0Ua9evVyLFuQKVbGxsY59lud8ePHY/z48XluK6/tUMlTLoI4ikmGBUGAqakpDh48WKgBHABKOREEQVC7sggREVFx2LNnD/bs2ZOnMqdOncLPP/+cr/YEQcDq1aul+fsODg6oXLkyYmNjcfv2bTx+/DjPQZyYqGhs//lXxMfHw9zcHJUqVcLLly9x6NAhnD17FosWLVKZWufm5qZ2GXm5e/fuITMzU+20tJSUFHzzzTd48OABDAwMpHxEFy5cQGBgICZOnKjxjigAVK9eXe1SuJUqVcrDWRMRERFpVuaDOKmpqTh+/DhkMpm0etS4cePg5eVV6G1lrzMyMhIJCQka8ywQEREVFSsrK/j4+MDLywvVq1fHkSNHcO7cuRzLmJmZoWHDhvDy8oKXlxeuXr2q9R3LzZs34+DBg6hUqRLGjRunlCgyKSkJN27cyFP/s7KysGDBAsTHx6NFixb46quvYGxsjJSUFCxbtgznzp3DwoUL8eOPPyrlunv33Xfx7rvvqq3zxYsX+PjjjwEA7du3V9m/YcMGPHjwABUrVsTs2bPh5OQkrQy2ceNG+Pv7o3bt2hpXCJk6dWqhDPcnIiIi0qTMB3EuXryI5ORkpTd4H330UZG0Jc8kruj169cM4hARUbHLPmXq9OnTuZbp1KnT/9u77/CoysTt4/ekERJCINRQQg+9SZHQRFgEkSIgooiiICprQ3/2FZCirujS1FWKWLAhTUFBRQEBKWKQJiGhBAiEkIRAGqSf9w/emc0wE5g0wsx8P9eVazPPmaec7O4huecpVpsnHj161KG+Tpw4oRUrVigwMFCvv/66zclhfn5+6ty5s0NtmW3btk0xMTEKCAjQxIkTVa5cOUmXTz2bOHGi9u/fr+PHj2vHjh0KCwtzqM0NGzZIkho3bmyzsXRSUpLWr18v6fLmlOYwxmQyafjw4dqzZ4/27NmjlStXWoIgAACA682jrAdQ2q7cGKtu3bp2T0IpCfaOE09JSSmVvgAAuFF8//33ysvL0+DBg+3+W1gU27dvlyT16NHDZoPF8uXLq3v37pIun2riqE2bNkmyPwvnjz/+UG5ururWrWt3qdVtt90mSfr9998d7g8AAKCkufxMnLNnz1q+N5lMql27dqn1lX+2j1lGRkap9QcAwI3gjz/+kCR16tRJR48e1c8//6zY2FiVK1dOoaGh6tevX6HDHfO+cgXtb9O8eXOtW7dOUVFRDrUXERGhuLg4eXp66pZbbilSf9LlGTuJiYl2l1R9/fXXSkpKUm5urqpVq6b27durW7duliNbAQAAisvlQ5z8R6xJpXtc2vnz523KzNO/AQBwRefPn1dSUpJMJpP27dunxYsXKy8vz3J9586dWrFihV5++WWrAwCuJicnRwkJCZKkmjVr2n2Pufzs2bPKycmxu6Fwfhs3bpQktW/f3m6gZJ65W1B/VapUkZeXl3JychQbG2s3xDEvx8r/ul69evrXv/6l4ODgq44PAADAES4f4vj5+Vm+NwxD586dK7W+zpw5Y1NWuXLlUusPAICylv8DjI8++khNmzbVhAkTFBISojNnzmjBggXas2eP3nzzTb3//vsFbgqcX3p6ugzDkKQC95UzlxuGoUuXLikgIKDA9nJycizLruwtpZL+96FPQf2ZTCb5+/srOTnZ5gOi5s2ba9SoUWrWrJmqVaumS5cuKTw8XJ9++qlOnDihyZMna86cOfL397/KXQMAAFyby8/vrVGjhtXr48ePW34xLGk7d+60eu3l5VXix5gDAHAjMS8bNgxD5cuX15QpU9SwYUN5eXmpbt26mjRpkoKCgnTx4kV99913DrWZnZ1t+b6gGTbe3t6W7zMzM6/a3p9//qnU1FT5+fmpS5cuV+3zajN6zH1e2d9zzz2nPn36qHbt2vLx8VFgYKB69+6tt99+W/7+/oqLi3P4lC8AAICrcfkQp3HjxlavU1JStGfPnlLp69dff7V63aJFC7v75AAA4Cryhym9e/e2mcni4+Oj22+/XZIUHh5e6DZzcnLsvid/0HOtpcvmpVTdunWTj4/PVfssqL/8fTq6VLp69eoaMGCApP9t1AwAAFAcLh/itGvXzuaXrU8++aTE+zl9+rS+++47mUwmGYYhk8mkrl27lng/AADcSPKHNnXq1LH7HvNx3vHx8Q616e/vb/kQ5MqlS2bmcpPJdNX97tLT07Vr1y5JBS+lkv53HwX1ZxiG0tPTrd7rCPNJV1eelgkAAFAULh/ieHt7q0+fPpZgxTAMffTRRzp9+nSJ9jN16lSrTwUlafDgwSXaBwAAN5oaNWpYZrHkn0GTn7k8/4bHV+Pl5aVq1apJkuLi4uy+x1xeo0aNqy6B2rJli7Kzs1W1alW1atWqwPeZlz8X1N+5c+css3QKs1Ta09NTkuP3DgAAcDUuH+JI0v3332/1+uLFi7r77ruvOmW6ML755hstWrTIaulU7dq11bdv3xJpHwCAG5WHh4eaNGki6dqBS5UqVRxut2nTppIuHw1uj7k8NDT0qu2Yl1LdeuutV13i7Gh/QUFBDm3ObHby5ElJhbt3AACAgrhFiDNixAg1bNhQkiy/wO3YsUP9+vXThQsXitX2kiVL9MADD1jaNc/4eeaZZ+Th4RY/XgCAm+vevbsk6bfffrP7AYl5z7g2bdo43KZ5SfKWLVt06dIlq2uXLl2ynDbVrVu3AtuIj4+3hC9XW0olSTfffLM8PT0VExOjQ4cO2Vz/+eefr9nflTIzM7Vu3TpJcvh4dQAAgKtxi5TBw8NDs2fPtpxKZV5WtWnTJrVs2VKLFi2yWQp1LUePHtXIkSP14IMPKisry1JuMpnUuHFjPfHEEyV6DwAA3Kj69eunqlWrKj4+XgsXLrQEOXl5eVqyZImOHTsmLy8v3XnnnVb1IiMj9X9PT9Saj5fYtNm1a1fVqVNHqampmjNnjuVEqIyMDM2ZM0epqamqV6+ewsLCChzXxo0bZRiGGjdubNmXpyBBQUH6xz/+IUmaO3euZf8ewzC0cuVK7dmzRz4+Pho6dKhVvVWrVmnt2rWW/XLM4uLiNHXqVJ05c0blypWzqQcAAFAUBS8idzGDBg3SI488ogULFshkMlmCnDNnzujRRx/Vc889pzvuuEMdO3ZUbm6uTf1jx47pyJEj2rt3r1avXq0dO3YoLy/PMvNGuvyLno+Pj5YsWVLgvgAAAFwPERERmj59uuW1+SjwZcuWWR31PW/ePMvyoMTERD311FOWa+bgZNOmTdqxY4elfNKkSWrevLnltY+Pj1555RW9+uqrWrt2rTZv3qzg4GDFx8crOTlZHh4eeuKJJ2yClKysLCUmJupiaqrN+D08PPTSSy/ppZde0rZt27R3714FBwfrzJkzSk9PV0BAgF588cWrLpHKv5TKEePGjdPhw4d17NgxPfroowoJCVFycrLOnTsnDw8PPfnkk5a9eswSExO1evVqffjhh6pZs6YqVqyotLQ0xcbGyjAM+fr66oUXXlBwcLBDYwAAALgatwlxJOndd99VTEyM1q1bZwlypMvhS0pKir7++mt9/fXXlvebZ+4YhmFZ73/ltSuXUS1atEidO3e+HrcDAECBcnJylGonHMnMzLSEM5L1hrt5eXl262RnZ1vNWLW3ZKpJkyZ69913tXTpUu3evVvR0dHy9/dX165dNXz48GvuXWNPvXr19O677+qrr75SeHi4jh8/rsDAQHXv3l333HPPVfemiYqK0unTp+Xp6albbrnFof7Kly+vt99+WytWrNBvv/2mmJgY+fr6qnPnzhoxYoTlpKn8evbsKcMwFBkZqcTERB09elReXl6qV6+e2rdvr0GDBtkEPwAAAEXlViGOt7e3Vq1apYkTJ+rDDz+0BDD5g5iCXHkt/yd/hmHI29tbH330kUaPHl0KIwfgyuLj4zVu3LgCr2dkZenE2TPasXSVZv/nPzYn7Bw6dEjLly9XRESEMjIyVKNGDfXs2VPDhg2Tj49PkcYUExOjpUuXat++fUpLS1OVKlUUFhamAYMG6tZ2HRTg51dg3cOHD2vNmjXav3+/Lly4ID8/PwUHB6tt27YaNWqU5bQeR+5dku666y6NGTPGpnz//v06dOiQoqKiFBUVpaSkJEnSxx9/XKiNZ11V69attWbNmkLVqV69eqHrXFn/ySefdPj9rVu31qdffK4PVq8o8D1Vq1YtVJtmoaGhRboXHx8f3Xvvvbr33nsden/Tpk0tmyIDAACUNrcKcaTLv5z997//VZ8+ffTII4/o/PnzNmGOWf7gpqDp2oZhKDQ0VEuWLFGnTp1Kb+AAXJa3t7fV0pQrnT5zRifOnpGPt7caNGhgdW3Tpk2aPXu28vLyVKVKFVWtWlUnT57UF198oT/++ENvvvmmypUrV6jx7Nu3T1OnTlVWVpYCAwMVEhKiU6dOadWqVdq+fbvefvttBfj52637zTff6PPPP5dhGKpUqZIaNGigtLQ0HTt2TJGRkRoxYoRViJP/Z9C4cWO7bVavXt1u+euvv26zDwkAAADgytwuxDEbPny4+vXrpwULFmju3LmKiYmxXCso1JGsg5369evrmWee0YQJE+Tl5bY/SgDFVLlyZc2cObPA65OnTdWu/XvV7qb28vf/X3gSHx+vefPmKS8vTw899JCGDh0qk8mk+Ph4TZ48WYcPH9bHH3+sxx57zOGxXLp0STNnzlRWVpYGDRqksWPHysvLS6mpqZo+fboiIiI0b948TZ482abujz/+qCVLlqhq1ap6+umnrU7jycrK0p49ewp8Vl7rZ2BPSEiIatWqpdDQUIWGhuqZZ54pVH0AAADA2bh18lChQgU9++yzevrpp/X7779r8+bN2rJliw4cOKCkpCSrPQOky39ktGjRQmFhYRo4cKB69Ohx1Q0VATiHvLw8rV+/Xps2bdKJEyeUkZGhSpUqqWHDhurbt69uvvlmmzrXawlTx44d9def4apSMVB9+/a1ev+8efP0+++/KzAwUB9//LE+/vhjy7XU1FRFRETo3Llzuueee1SpUiXLtastYTpz5oxiYmLUqlUrPfzww/LwuHyIYUBAgJ5//nmNHz9eu3btUnh4uPbs2aNdu3YpMTFRubm52r9/vwICAjRt2jSb45R9fHxKfL+wwoY+AAAAgLNz6xDHzNPTUz179lTPnj2tytPT05WcnCxPT08FBATI7yp7QABwTmlpaXrttdcUGRkpk8mkWrVqqUaNGkpKStLOnTvl6elpE+JczyVMn3zyiU6fPq0uXbqoR9dulvcbhqF9+/ZJkurUqWN3OdaFCxfk4eGhHTt2qH///jbX7S1hiouLU0BAgLp06WIJcMyqVaumdu3aacOGDfrnP/+p6tWry9fXV7Vr11ZkZKQuXrwoX19fu5veAgAAACg+Qpyr8Pf3t1q6AMC1GIah6dOnKzIyUl27dtX48eOtNsRNTExUXFycVZ3rvYSpX79+yszMVEZGhtVeMgkJCUpOTpYktWnTxu6slDp16mj9+vWKioqyG+JcuYQpNzdXd911l2rWrFngJu1VqlTR4cOHVbFiRU2ZMkW33XabvLy89MILL8jb21ujR49WuXLltHjxYh0/flxeXl5q0KCBbrvtNtWoUaPAn8HFixf1/vvv68yZM/Ly8lKdOnUUFhamli1bOvxzBAAAAFwdIQ4At/Xjjz/q4MGDatOmjV566SWb5ZFVq1a1OeVoxYoVys7OVvv27TVs2DBLefXq1fX000/rhRde0E8//WSzhOlq1q1bp+TkZNWtW9dqCVN2drYqVqwok8mk1NRUHT16VI0aNZIkxcbGSpI8PDzk6+trt92aNWtavfda4uPjLbNoCgpctm7dqry8PDVo0EADBgyQdDkMO3r0qKTLy6bMM4rMdu3apZUrV+qpp57SrbfearfdtLQ0/fjjj5bX4eHh+u6779StWzdNnDixwHsEAAAA3AkhDgC3tXr1aknS6NGjHdrfyjAM7dixQ5J022232Vxv3ry56tSpo1OnThW4hMmebdu2SZL69OljtYTpt99+k7e3t+rUqaMKFSro999/t4Q4aWlpki4vBy1o7BUqVLB677Xkf5+5bn6RkZGKjY2Vr6+vAgICLOXp6emW0Oazzz5TzZo19fjjj6tp06ZKSkrS559/rk2bNmnu3LmqW7eu1RIuDw8Pde/eXb1791b9+vVVuXJlnTt3Tps2bdLXX3+t33//XYZh6OWXX3boHgAAAABXRogDwC3Fxsbq1KlTCggIULNmzbRz505t3bpVSUlJCgwMVLt27XTrrbfK29vbUichIUFJSUmSVOCR4M2bN9epU6cKXMJ0pdzcXMsslhYtWlhd27hxoySpe/fuOnr0qCIjIy3XsrOzJV0+RS8hIUFz5sxRQkKCypUrp3r16qlHjx6WseefFZPflUuYzDN+AgICrO7b7I8//pCHh4cqVaqkS5cuafny5Tp48KCSk5N1/PhxValSRYGBgXr11VdVu3ZtSZdn9Dz77LM6deqUjhw5omXLllkFMlWrVtWLL75o1U+NGjU0cuRI1a9fXzNmzNC2bdv0999/s7QKAAAAbo8QB4BbOnLkiKTL+8bMmjVLmzZtsrq+ZcsWrVq1SlOnTlX16tUl/W9Zkre3t4KCguy2W1JLmI4fP67o6GiZTCb16tVLR48etWrTHLIYhqGzZ8/q7Nmzlmu7du3S8uXLVa9ePRmGUeBpWVcuYUpLS1NERISCgoKUmpqqihUrWr3/yJEjysvLk8lk0oEDB/Tpp59KuhwoxcfHKz4+Xp07d1atWrWs6plMJg0ePFizZs3SX3/9JcMwHJr5dPPNN6tZs2Y6dOiQtm/fTogDAAAAt0eIA8AtnT9/XpJ0+PBhRURE6LbbbtPIkSNVuXJlHTx4UO+9955OnTqlN998U7NmzZLJZLIsN/L39y/1JUzmWTgtW7ZU3bp17b7Xw8NDVapU0YwZM1S3bl1VrFhRcXFx+vHHH7V69Wpt375dubm5atWqlVWfBS1hWrVqlV577TUlJSXp7bff1vTp063qJSUlKTc3V3FxcSpfvryeffZZhYWF6dKlS7rtttsUExOjkydP6vvvv9egQYOs6tapU0fS5U2cU1JSFBgY6NDPxxziOBqKAQAAAK6MEAeAW8rIyJAk5eTkqGXLlnryySct19q2batXXnlFTz/9tI4cOaJdu3apc+fOliVMXl4FPzqvtYTpSvnfl392zebNmyVJvXv3tttmrVq1VKFCBVWoUEF16tSxzAyqU6eOHn74YVWvXl2vvPKKEhMTrfavkQpewjR+/Hh9/fXXioiI0JYtW2yWMGVmZiozM1OGYSgsLMyySbGvr6/at2+vrKwseXh46JtvvtGAAQOsTtPKvzwrLy/PoZ+N9L+fdWHquJOzZ89qz549ioqKUlRUlE6ePKm8vDyNHj1aI0eOtFvn/Pnz+uuvvyx1oqOjlZOTo759++qpp54qVP979uzRpEmTJF3+/82MGTMKVT8rK0sH9+9XVswZzZ45UydPnNTFixcVHBysBQsWXLN+enq6li5dqu3bt+vcuXOqUKGC2rRpo5EjR1rCz/wuXbqkHTt2aPfu3YqKilJiYqKky//779ixo+68884CZ9mNGzdO8fHxBY6ladOmeueddxy8cwAAgKJx6xBnw4YN2rJli+WXueTkZCUnJ1v+uCsOk8lkWSIB4MaTf4nR4MGDba43aNBArVu31r59+xQeHq7OnTtbgoir/X/bHPQUtITpauPIzs6Wj4+P9u3bp8TERPn4+Khr1646dOiQzXurVaumypUr6/z584qIiFD37t2t2h04cKBeeOEFGYZhGdO1eHp6qmPHjoqJiVFaWprNEiZvb2+lpqbKy8vLZmPnZs2a6cSJE4qJidGFCxd07NgxNWnSxHLdvNzL29vbZpnW1Zw4cULS5aPNYWv16tWWDbodtXnzZi1atKjYfWdlZem///1vsdo4deqU5s6aXaS658+f13PPPaf4+HiVK1dOISEhSkxM1G+//abt27dr6tSpNrPQPvjgA8sst/Lly6tOnTrKyMjQ6dOnFRMTo19++UVTp061+t/ulZo0aWI3yK1Xr16R7gMAAKAw3C7Eyc7O1jvvvKMPP/xQp06dspQbhlGGowJwveVfumRe6nOlunXrat++fZZP38110tPTC9zXxbzkyd7pTtcaR1pamoKCgix/ZHbu3Fn+/v522zSZTAoLC9PatWv1888/24Q4kZGRMplMMplMhQpNwsLCtH79eiUmJlo9I6XLy7BSUlLk5+dn01/37t21ceNGpaamKicnR2fPnrX6Q3j9+vWSLi8Pyz9D52piYmK0e/duSVK7du0cvgd3UrFiRXXq1EmhoaFq0qSJfv75Z8tpZwXx8/NTu3btFBoaqtDQUO3du1dr1qwpdN9Lly7VmTNndPPNN2vnzp1FGr+Xl5eaNm1qGX9ubq7mzp3rUN05c+YoPj5eLVq00KuvvqqAgADl5ORo8eLFWrNmjd566y0tXLjQ5nj6Ll26aODAgWrVqpXlf4tnzpzRO++8o6ioKL3xxhuaP39+gUHsSy+9ZNknCwAA4HpzqxBn9+7duu+++xQVFWUT2jiyyaajCISAG5/59CRJdk9iyl9uXspj3rA3OztbSUlJdmeHxMXFWb33WqpXry4vLy9L8FGhQgXLH+G9e/e+apvDhg3Tzz//rL/++ksrV67U0KFDZTKZFB8fr7lz58pkMqlatWo2f8T+/vvvWrx4sapUqaKZM2daXbv99tv1zjvvKC4uTuHh4crJyZGXl5dSU1N18OBBGYah4OBgq2PCJalTp05q0qSJdu/erejoaF26dMlybd26dZY/8ocPH25V7/3331fHjh3VoUMHq9kNBw4c0KxZs5Sbm6u6deuqa9euDv083c2VS6a2bNlyzTp9+/ZV3759La/Np6MVRkxMjFauXKkOHTooLCysyCFOSEiI1RKk/fv3O1Tv8OHD2r17tzw9PfXcc89Zlgx6eXnp4Ycf1p49exQTE6OffvpJQ4YMsdQbP368zfJCSQoODtbLL7+s8ePHKzExUeHh4QoLCyvSPQEAAJQmtwlxdu7cqf79+yslJcXhk1EAuK6GDRvKx8dHWVlZiouLU3BwsM17zOGJOay51hImSYqIiJAkhYaGOjQOT09PNWrUSJGRkTp48KASEhJ06dIlBQYG6qabbrJqs2nTplZ1a9SooSeffFJz5szRxx9/rNWrVyswMFAnT55UTk6OfHx8VKtWLVWtWtWqXkZGRoF7e/j5+al9+/aW07EefPBBVatWTTExMUpPT1e5cuXs7jViMpn0xBNPaNmyZTp//rzeeecdrVu3TufPn7fsOzJ69GibGTWRkZH68ccf5e3trVq1asnX11eJiYk6d+6cpMt/XE+aNMnu7J358+frt99+syl/8sknLc948ywNlBzDMPT+++/Lw8NDjz32mP7+++/rPgZz0NmuXTtVq1bN6pqHh4d69+6tTz/9VFu3brUKcewFOGZVq1ZVnTp1dPz4cZ0+fbp0Bg4AAFBMbhHipKSkaOjQoUpOTrYsLzBj1gzgnnx9fdWxY0dt27ZNv/76q9q3b291/fz585alPG3atJF07SVMEREROnXqlLy8vHTzzTc7PJawsDBFRkbq119/tfxB2rNnT3l6eiohIUF79uyRJLuzUXr37q3g4GAtW7ZMhw4dUkxMjGrUqKF69epp69at8vDwUNu2bR0eS0xMjGJjY9WyZUuFhoYqJSVFx48fV5UqVdSrVy/9/PPPSk9P1549e2wCmf3796tVq1ZKSEhQnTp1FB0dLV9fX3Xo0EFDhgyx+RlL0ogRI/Tnn3/q6NGjOn/+vNLT01W+fHk1b95cXbt2Vf/+/W1mEpldunRJqampNuX5T/FKT093+N7hmPXr1+vvv//Wfffdp5o1a5ZJiBMZGSnpckhnj7n8yJEjysvLk4eHh0PtmvePKleuXIHv+frrry0ntVWrVk3t27dXt27dHO4DAACgONwixJk6dari4uJswhsvLy/dfvvtGjJkiNq0aaP69esrICDgqr+8AXAd99xzj3bs2KHNmzerffv26tOnj6TLf/jPmTNHWVlZqlmzplVYc60lTJJ02223qXLlylZ9XWsJ08qVKxUTE6N27dpp0qRJliVMb7/9tnJzc9WhQwebJUwzZ85U//791bp1a02ePFnS5Wfbjh07NG/ePHl4eKh9+/Y2M3gOHTqkV199VR06dLAqz7+EKTQ0VO+++67NDBg/Pz+tWrVKH374oaZMmWKZwRQREaGvv/5aXl5emjhxokaPHu3Qfwc9evRQjx49HHrvlSZOnKiJEycWqS6KJjk5WZ988omCg4NtlsZdT+Yj52vWrGn3urk8JydH8fHxBb4vv+joaMsMnObNmxf4PvP+Tvlf16tXT//617/szugDAAAoSS4f4uTl5emzzz6zBDjmmTedOnXSp59+qmbNmpXl8ACUoQYNGuixxx7TBx98oDlz5uiLL75QpUqVdPLkSWVmZqpixYp6+eWXrfZqudYSpsaNG+uhhx6y6etaS5heeOEFTZs2TWvWrNHmzZstS5gyMzNVvXp1Pf300zb1du/erS1btsjX11fBwcHy9vbW2bNnlZycLOnyKTrPPfecTb3iLGG6//77dfToUe3bt0+PPfaY6tevr+zsbMXExEiSOnTooHvuuceBnz6c0aJFi5SamqrnnnuuwL2krgfzbCt/f3+716/cMPxa8vLyNH/+fEmXZ95dGZhKl4OdUaNGqVmzZqpWrZouXbqk8PBwffrppzpx4oQmT56sOXPmFDgmAACAkuDyIc6OHTt07tw5mUwmS4DTqlUrbdiwgV+0AOj2229XSEiIVq5cqUOHDik6OlpBQUHq1KmTRowYYXfz4oKWMN1yyy0aPny4w8eL59e2bVvNnj1bS5cu1d69ey1LmMLCwjRy5Ei7p12NGTNG+/fvV3R0tGUvHX9/f7Vt21Y9e/ZU79697R6FXJwlTN7e3po2bZq+//57bdiwwTIjIjQ0VH369FG/fv0cPn0KzmXv3r3atGmTunXrZtmvqaxkZWVJuvam5PnfezWfffaZ/v77b5UvX15PPPGE3fdcGYj6+Piod+/eatWqlZ566inFxcVpzZo1hJgAAKBUuXyIc+TIEavXJpNJs2fPJsABYNGyZUu1bNmyUHWaN29uWcLkiD59+liWaxUkJCREzz//vMNt3n777br99tsdfr9ZcZYwSZc3Yx4yZIjVhrFwbVlZWXr//ffl6+urhx9+uKyHIx8fH2VmZlr2sLlS/vJrharr1q3TihUr5Onpqeeff77QS6KqV6+uAQMGaNmyZdq+fTshDgAAKFUuvwvf2bNnrV4HBQVZju0FAADXtmLFCp05c0ajRo2yOe2sLJhnphW0cXX+JVT2ZrGZbdmyRR988IFMJpMmTpyoTp06FWk85qXZ5plpAAAApcXlZ+LkZzKZ1LhxY44XBwCgEI4ePSrpcpizcuVKq2vm5Up///237r//fknS7NmzSzXsqVWrls6dO6e4uDi7183lXl5eql69ut33/Pnnn5o1a5YMw9CECRPUq1evIo/HvIQwLy+vyG0AAAA4wuVDnKCgIKvXfn5+ZTQSAACcm3nTbHtycnJ04cIFSaUfZjRt2lT79+/XwYMH7V43lzdu3Nju0d8HDhzQm2++qZycHI0ZM0YDBgwo1nhOnjwpSXb30AIAAChJLh/itGjRwvK9YRhKSEgow9EAAOB8Xn311QKv/frrr5ozZ47atm2rGTNmXJfxhIWFafny5dqzZ48SEhJUrVo1y7W8vDxt2LBBktStWzebukeOHNH06dOVlZWlESNG6K677irWWDIzM7Vu3TpJUrt27YrVFgAAwLW4/J447du3t1oPf+zYMWVmZpbhiAAAcB+RkZEaN26cxo0bV2JthoaGql27dsrNzdU777yj1NRUSZdnAy1atEgxMTEKDAxU//79reqdPn1aU6ZM0cWLFzVgwAA98MADDvW3atUqrV271mYPnri4OE2dOlVnzpxRuXLlNHTo0JK5QQAAgAK4/EwcX19fDRkyRF988YUk6dKlS9qwYUORTnQBAOBGEhERoenTp1teZ2RkSJKWLVum7777zlI+b948yx41iYmJeuqppyzXzB9sbNq0STt27LCUT5o0Sc2bNy/2GLOyshQfH1/g9aefftoySzY3N1fS5XBk1KhRlvcMHz5cw4cPt6r3zDPP6Pnnn9fBgwf10EMPqW7dukpISFBycrJ8fHz04osvytfX16rO/PnzlZKSIpPJpOjoaL3wwgt2x9S3b1/17dvX8joxMVGrV6/Whx9+qJo1a6pixYpKS0tTbGysDMOQr6+vXnjhhUKfbAUAAFBYLh/iSNLLL7+sr776SoZhSJJef/11QhwAgNPLycmxzELJLzMz02rWaf49avLy8uzWyc7OtjqaOycnp4RHa19aWprNeAzDsCqzN4M2KChIc+fO1ddff60dO3bo+PHj8vf3V8+ePXXPPfeobt26NnXM92cYhiIiIgoc05XLonr27CnDMBQZGanExEQdPXpUXl5eqlevntq3b69BgwZZLekCAAAoLSbDnGy4uBdeeEHvvPOO5WSqt956S88991wZj8r9bN++XV27drUq27Ztm8LCwspoRAAAuJ7o6Gi98q9JeuP16WrQoEFZDwelJDYxQR+sXqEJg4erVlWCRMBZmD9M2LFjhw4ePKhTp04pMzNTFStWVLNmzXTHHXeoTZs2V21j69atWr9+vY4ePar09HRVrFhR9evXV/fu3a1mk+YXExOjpUuXat++fUpLS1OVKlUUFhamkSNHyt/fv1D3kJWVpfDwcO3dv19bdm5XRnKKsjKzFBwcrAULFhRYb86cOfr111+v2X7r1q31xhtvWJXt379fhw4dUlRUlKKiopSUlCRJ+vjjjws8FdO8d58j1qxZ49D7yppbzMSRpDfeeEN79+7V+vXrZTKZ9NJLL8nDw0PPPvtsWQ8NAAAAAOAm9u3bZzk0wGQyqVatWipXrpxiY2O1bds2bdu2TSNHjtTo0aNt6mZnZ+utt97Szp07JUk1a9ZU9erVdf78ef31119KSUmxG+Ls27dPU6dOVVZWlgIDAxUSEqJTp05p1apV2r59u95++21VqlTJ4Xs4deqUTcjiiFq1al11uXZUVJRyc3PVrFkzm2uvv/66zf5011KpUqWr9nfq1Cmlpqba7e9G5TYhjpeXl7777juNGDFCP/zwgwzD0PPPP6+1a9dq0qRJuuWWW8p6iAAAAAAAF2cYhoKDg3XnnXeqZ8+eloN4cnJy9OWXX2rZsmVaunSpmjZtqk6dOlnVnTNnjnbu3KlWrVrpiSeeUO3atS3XkpOTdezYMZv+Ll26pJkzZyorK0uDBg3S2LFj5eXlpdTUVE2fPl0RERGaN2+eJk+e7PA9eHl5qWnTpgoNDVWTJk2Um5uruXPnXrPe3XffrbvvvtvutTNnzuiRRx6RJN16660210NCQlSrVi2FhoYqNDRUzzzzzDX769Chgzp06GD3mmEYGjt2rFJTU+32d6NymxBHurzJ8Zo1a/T6669rxowZyszM1MaNG7Vx40aFhISoe/fuat68uYKCguTn51fs/hw99QIAAAAA4B5CQ0P1wQcfyNPT06rcy8tLDzzwgI4dO6bw8HD99NNPViFOeHi4Nm/erDp16mjq1Kny8fGxqh8YGKj27dvb9Ldu3TolJyerbt26evjhh+XhcfmQ6oCAAD3//PMaP368du3apaNHj6pRo0YO3UNISIjeeecdy+v9+/c7fP8F2bBhgySpcePGdve2mzlzZrH7yG///v1KTEyUl5eXevToUaJtlya3CnHM/vWvf6l8+fKWPXEMw9CJEyd08uTJEu2HEAcAAAAAkN+1Jgy0b99e4eHhOn36tFX56tWrJUkjR460CXCuZtu2bZKkPn36WAIcs2rVqqldu3YKDw/X77//7nCIUxo2bdokyf4snNKwceNGSVLHjh0VEBBwXfosCW4X4vz666966qmndOjQIcsmx+b/LMk9ns1tAgAAAADgqKysLEmyCmqysrK0d+9emUwmderUSfv379fGjRt19uxZVahQQS1atNBtt92m8uXLW7WVm5uro0ePSpJatGhht7/mzZsrPDxckZGRpXRH1xYREaG4uDh5enpel61OsrKyLOGWMy2lktwsxJk2bZqmTp0qyTqwuTLMKS43OfALAAAAAFCCDMPQ1q1bJVmHLtHR0crNzVWVKlW0fPlyLV++3Kretm3btHLlSk2ZMkUNGza0lMfHxysnJ0eSVKNGDbt91qxZU5IUGxtbovdSGOZZMe3bt1dgYGCp97dz505dvHhRFSpUsNl36Ebnce23uIa33npLr732mgzDkGEYMplMli8z87XifgEAAAAAUFg//fSTjh07Ji8vLw0ePNhSbj5OOzk5WcuXL1fnzp314YcfatWqVZo1a5YaNWqkpKQkzZgxQxkZGZZ6aWlplu/NGyhfyVye/73XU05OjiW4ut5Lqbp37y5vb+/r0mdJcYuZOHv27NGrr75qM9PGHLh4e3urSZMmql+/vgICAuTr61sWwwQAAAAAuKmjR49q4cKFkqT7779fwcHBlmvmYCYnJ0c1a9bUyy+/LC+vy3/ON2nSRFOmTNH48eOVkJCg9evXa9CgQZL+tzRLUoFhhbk8/3uvpz///FOpqany8/NTly5dSr2/5ORk7d69W5LUu3fvUu+vpLlFiDN58mTl5ubazLrp2bOnJk6cqNtvv13lypUrwxECAAAAANzV2bNnNW3aNGVlZemWW27R0KFDra7n3x9nwIABlgDHrHLlyurZs6fWr1+v3bt3W0Kc/PWys7PtboicnZ1t897ryTwrplu3btdlDJs3b1Zubq5q1qyp5s2bl3p/Jc3lQ5zExEStW7fOavNik8mkt99+W//3f/9XxqMDAAAAALiz8+fPa9KkSUpKSlKnTp00ceJEm1Uk+ZdC1alTx2475mO5z549a7deWlqagoKCbOqZl1EVtNyqNKWnp2vXrl2Srv9SKmfb0NjM5ffE2bFjh3JzcyX9L8AZO3YsAQ4AAHBZlSpV0vBhQ1WpUqWyHgoA4CpSU1M1adIknTlzRq1atdJLL71kM8tGkmrXrm35vqBlUeZ6eXl5lrLq1atbyvOHO/nFxcVJkmrVqlW0myiGLVu2KDs7W1WrVlWrVq1Kvb/Tp0/r8OHDkpw3xHH5mTjR0dE2Za+++moZjAQAANzozp49qz179igqKkpRUVE6efKk8vLyNHr0aI0cOdJunX379mnHjh2KiopSQkKCUlJS5OXlpdq1a6tLly4aMmSIzZGvZtnZ2fr+++/122+/6fTp05Iuf5L6j3/8Q7fffnuhT87MyspSeHi4ZfzLln2jixcvKjg4WAsWLCiwXkpKirZt26a//vpLR44cUVJSkry8vFSrVi2FhYVp0KBB8vf3t6l36dIl7dixQ7t371ZUVJQSExMlXT4BpWPHjrrzzjvtfuprduzYMa1YsUIHDhxQSkqKKlasqLZt22rkyJFWf7AAgCvKyMjQ1KlTdeLECTVp0kSTJ08ucDlR1apVVbVqVSUmJlpClyuZQ5oqVapYyjw9PdWoUSNFRkbq4MGDdpcPRURESJKaNm1a3FsqtPyzYkrqtGhH+mvWrJnVnkPOxOVDnJSUFKvXjRo1Ur169cpoNAAA4Ea2evVqrV69ulB11q9fr02bNsnT01NBQUFq0KCBkpOTdezYMR09elS//PKL3nzzTVWrVs2q3qVLlzRp0iRFRkbKZDKpTp068vLy0tGjR3X48GH9+eef+te//iVPT0+Hx3Lq1Cm98cYbhRq/JL3++us6ePCgpMvT6evVq6fU1FRFR0fr2LFjWr9+vV5//XXLMbRmH3zwgeUX4vLly6tOnTrKyMjQ6dOnFRMTo19++UVTp05VkyZNbPrctGmT5s6dq5ycHAUEBKhBgwZKSEjQxo0btW3bNk2ePFlt2rQp9L0AgDPIzs7W9OnTFRkZqZCQEE2dOrXAwN+se/fu+vbbb7Vhwwb179/f6lpWVpa2bNkiSWrbtq3VtbCwMEVGRurXX3/V0KFD5eHxvwU5CQkJ2rNnjySpa9euJXBnjouPj7cESNdjVoxhGNq0adN166+0uHyI4+fnZ/neZDLxqQ4AAChQxYoV1alTJ4WGhqpJkyb6+eeftW3btqvWCQsLU69evdS6dWurT1BjYmI0c+ZMHT9+XP/97381ZcoUq3oLFixQZGSkgoKC9Nprr6lBgwaSLv9SO3XqVO3atUvLli3TPffc4/D4vby81LRpU8v4c3NzNXfu3GvW8/DwUJ8+fXT77bcrNDTU8mnosWPH9NZbbyk2NlYzZ87UrFmzbOp26dJFAwcOVKtWrSyB05kzZ/TOO+8oKipKb7zxhubPn2/1s4mNjdW8efOUk5OjIUOG6MEHH5SXl5cMw9C3336rxYsX69///rcWLlxodwYQADizvLw8zZw5U/v27VNwcLCmT5+ugICAa9YbNmyYfvzxR0VEROibb77RiBEjZDKZlJWVpf/+979KSkpShQoV1K9fP6t6t99+u1auXKmYmBgtWrRIY8eOlZeXl1JTU/X2228rNzdXHTp0UOPGja3qRUZGaubMmZKkjz76qOR+AP/fxo0bZRiGGjdubNnPpzRFRETo7Nmz8vLyUo8ePUq9v9Li8iHOlVOkcnJyymgkAADgRnflkinzp5pXU9Anl3Xr1tVTTz2lZ599Vrt371ZWVpYlyEhNTdWGDRskSQ8//LAlwJEu71/w1FNP6bnnntPKlSt15513ytfX16Hxh4SE6J133rG83r9/v0P1XnnlFbt/QDRs2FDPPvusnnvuOR0+fFjHjh1Tw4YNLdfHjx9vt15wcLBefvlljR8/XomJiQoPD1dYWJjl+tq1a5Wdna2QkBCNHTvW8qmwyWTS0KFDtXfvXoWHh2vNmjWFCrEAwBls3bpVO3bskHT5uffvf//b7vuCgoL00ksvWV5XrlxZzz//vN58800tWbJEa9asUbVq1RQbG6v09HSVK1dOL7zwggIDA63a8fPz0wsvvKBp06ZpzZo12rx5s6pVq6aYmBhlZmaqevXqevrpp236z8rKUnx8fIH38fTTTyshIUGSLPvQxsXFadSoUZb3DB8+XMOHD7dbv7AbDM+fP1+//fabTfmTTz5p+fChRYsWBW6fYu6vY8eODoVmNyqXD3HyT8M1DKPA9YMAAAAlzXyCSF5entXRrpGRkcrLy5PJZLIKN8yaNm2qKlWq6Ny5c9q9e3epT3G/2i+zTZs2lb+/v9LT03X69GmrEOdq9apWrao6dero+PHjlv1+zMxLt8LCwqym9Zt17dpV4eHh2rp1KyEOAJdjPtJbujwzMTY21u77qlevblPWuXNnzZ49W8uWLdP+/fsVHR2tihUr6uabb9aIESMKPLmqbdu2mj17tpYuXaq9e/fq+PHjqlKlisLCwjRy5MginUyVlpam1NRUqzLDMKzKMjMz7daNiorS6dOn5enpqVtuucWh/i5dumTTn3kcZunp6Xbr5uTkaOvWrZKceymV5AYhTosWLVS7dm3L/zGOHTumM2fOOO0mRgAAwHkcOnRIklSzZk2rZUHmXzgDAwPtnkIiyRLiHDp06LrvU5BfXl6eZSZzQRtuFsT8h0q5cuWsys33n3/zzfzM5SdOnFBGRobDM5EAwBn06dNHffr0KXL9+vXr6/nnny90vZCQkELVa926tdasWVPg9eIssQoNDb1q2/ZMnDhREydOLFJ/Xl5e+uqrr4pU90bj8keMS9LYsWNlGIbl9dKlS8twNAAAwJUZhqHz589r06ZNmjNnjjw9PfXwww9bvccc6KSkpBS41PvcuXOSZDOL5XrbtWuXMjMz5eHhoWbNmjlcLzo62jL2K09DMd+/+R6vlL+8rO8fAIAbiVuEOBMnTlS1atVkMplkGIZef/11XbhwoayHBQAAXMiOHTs0aNAgDR48WA888ID+85//qFatWnrzzTd18803W723cePGMplMysvLs+yLkF9UVJQlyMg/Tfx6y8jI0OLFiyVd/uT4yn0WCpKXl6f58+dLury0/crNMs2nVe3YscPqgzaz/JtJl+X9AwBwo3GLEKdy5cpauHChTCaTTCaTkpKSNHjw4ALX5wEAABRWQECAmjdvbtnPxmQyKSoqShs2bFBWVpbVeytXrmzZC2fhwoWKjIy0XDt9+rTmzJljeX1l3etp3rx5io2NVdWqVfXQQw85XO+zzz7T33//rfLly+uJJ56wud6/f3+ZTCadOHFCH374oWU2kmEY+uabbxQeHm55b1nePwAANxqX3xPHbPDgwXrvvff0xBNPyDAM/f777+revbu+/PJLy6dBAAAARdWyZUvLUazS5SPGP/zwQ/34449KSEjQa6+9ZvX+f/7znzpx4oROnz6t5557TtWrV5e3t7diY2Pl6emp7t27a+vWrWW2H8ynn36qLVu2yNfXV//6178cPslj3bp1WrFihTw9PfX888/b3YewYcOGGjdunD766COtXbtWGzZsUHBwsOLj45Wenq4OHTro8OHDSklJYT8cAADycYuZOGaPPfaYVq5cqcqVK0uSwsPD1bp1a40ZM0abNm1SRkZGGY8QAAC4irp162rSpEmqVKmSwsPDLScymQUGBuo///mPRo4cqbp16+rChQu6cOGCOnfubFmKJcnye8v1tGrVKi1fvlze3t6aNGmSzXKogmzZskUffPCBTCaTJk6cqE6dOhX43iFDhmjGjBnq1KmTvL29FRMTo0qVKmnMmDF66aWXLCeQlMX9AwBwo3KLmTi9e/e2el29enUlJSXJZDIpKytLn3/+uT7//HN5eXmpXr16CgoKkp+fX7H6NJlM+vXXX4vVBgAAcG6+vr5q3bq1tmzZoqNHj6pFixZW1/39/TV69GiNHj3apu6nn34qSQ4HKCXlp59+0uLFi+Xp6akXX3xRbdq0cajen3/+qVmzZskwDE2YMEG9evW6Zp02bdrYbT8yMlKGYcjX11e1a9cu7C0AAOCy3CLE2bRpk0wmk91r5s2OpcvHYB45csRSXlSGYRSrPgAAcB25ublW/+mI1NRU7d+/X5KuOpulpG3evFnvv/++TCaTnnnmGZsNmQty4MABvfnmm8rJydGYMWM0YMCAYo3j999/lyR17NiR36kAAMjHLUIcsytPPzCHLVf+cmAYht2TEhzBLxoAAMAsPT3dEsY0bNjQ4XpffvmlsrOz1bZtW9WtW7e0hmflzz//1OzZs2UYhh5//HHdcsstDtU7cuSIpk+frqysLI0YMUJ33XVXscYRHx+vdevWSZIGDhxYrLYAAHA1brUnjjmwyf/l6Psc/QIAAO4jKSlJCxcu1MmTJ22uRUZGasqUKUpNTVX9+vXVqlUrq+vHjx/Xjh07rGboZGRk6NNPP9X333+vcuXKacKECXbbHTdunMaNG1di93Hw4EHLTJqHHnpI/fv3d6je6dOnNWXKFF28eFEDBgzQAw884HCfv/zyi+Lj463KDh06pEmTJikjI0N9+/ZVy5YtC3UfAAC4OreZiVPUmTUAAMB9REREaPr06ZbX5kMPli1bpu+++85SPm/ePFWtWlU5OTlavXq1Vq9erYCAAFWvXl2GYSgxMVEpKSmSpODgYL3yyivy8LD+7CwuLk6vv/66fHx8VKNGDXl7e+vUqVPKysqSv7+/XnnlFbv7wWRlZdmEH/k9/fTTSkhIkPS/JVxxcXEaNWqU5T3Dhw/X8OHDre4nKytL3t7e2rFjh3bs2GG37ZEjR6pDhw6W1/Pnz1dKSopMJpOio6P1wgsv2K3Xt29f9e3b16ps9erVmjt3roKCglSlShVduHDBMu5u3brpn//8Z4H3CACAu3KLEGfjxo1lPQQAAOAEcnJyLKci5ZeZmanMzEzL67y8PElSpUqV9Pjjj2vv3r2Kjo5WXFycMjIyVKFCBbVp00ZdunRRv3795OPjY9NmgwYN1L9/f/39999KTExUbm6uqlWrps6dO2vo0KFFPpUpLS3N5h4Mw7Aqy38v0uV9Ac3/GRERUWDbFy5csFvPMIyr1mvXrp1N2cCBA7VlyxadPHlS0dHR8vf3V4cOHXTbbbepa9euBbYFAIA7MxlMUcF1tH37dptfzLZt26awsLAyGhEAAIBzik1M0AerV2jC4OGqVbVaWQ8HAHAduNWeOAAAAAAAAM6KEAcAAAAAAMAJEOIAAAAAAAA4AUIcAAAAAAAAJ0CIAwAAAAAA4AQIcQAAAAAAAJwAIQ4AAAAAAIATIMQBAAAAAABwAl5lPYCimDZtmt3yyZMnF+r9pa2g8QAAAAAAABSWyTAMo6wHUVgeHh4ymUw25bm5uYV6f2kraDzubPv27eratatV2bZt2xQWFlZGIwIAAHBOsYkJ+mD1Ck0YPFy1qlYr6+EAAK4Dp5yJY5Y/f3IkpLmeeVVZhEYAAAAAAMB1OXWIYw5KHA1nrlew4oSTmwAAAAAAwA3OaUOcwgYlBCsAAAAAAMCZOWWIM2XKlFJ9PwAAAAAAwI2GEAcAAAAAAMAJeJT1AAAAAAAAAHBthDgAAAAAAABOgBAHAAAAAADACTjlnjiFkZGRofj4eKuyChUqKCgoqIxGBAAAAAAAUHguPxNn6dKlatCggdXXunXrynpYAAAAAAAAheLyM3ESEhJkGIbltY+Pj4YNG1aGIwIAAAAAACg8l5+Jk5mZKUkymUySpDp16qh8+fJlOSQAAAAAAIBCc/kQx8/Pz/K9yWRS7dq1y3A0AAAAAAAARePyIU716tWtXufm5pbRSAAAAAAAAIrO5UOcZs2aWb43DMPmpCoAAAAAAABn4PIhTrt27VSxYkXL6+joaJ07d64MRwQAAAAAAFB4Lh/ieHp6atCgQZYTqvLy8vT999+X8agAAAAAAAAKx+VDHEl65plnZDKZZDKZZBiGpk+fruzs7LIeFgAAAAAAgMPcIsS56aabNHbsWBmGIZPJpOjoaD355JNlPSwAAAAAAACHuUWII0nz5s3TTTfdJMMwZBiGFi5cqPHjx+vixYtlPTQAAAAAAIBrcpsQp3z58vr111/Vo0cPSZdPqlq8eLFatmypDz/8UCkpKWU8QgAAAAAAgIJ5lfUArofPPvvM8v2YMWOUlJSkv//+W4Zh6MSJE3r88cf17LPPql27durQoYPq1KmjwMBA+fn5FavfBx54oLhDBwAAAAAAkOQmIc6DDz4ok8lkU24uMwxDGRkZ2rlzp3bu3Fli/RLiAAAAAACAkuIWIY6Z+Zjx/K/Np1bZu14c9kIjAAAAAACAonKrEOdawUpJBS8lGQYBAAAAAABIbhTiEKwAAAAAAABn5hYhzpgxY8p6CAAAAAAAAMXiFiHOxx9/XNZDAAAAAAAAKBaPsh4AAAAAAAAAro0QBwAAAAAAwAkQ4gAAAAAAADgBQhwAAAAAAAAnQIgDAAAAAADgBAhxAAAAAAAAnIBbHDHuqNzcXB0+fFhJSUlKSkpScnKycnNzJUkPPPBAGY8OAAAAAAC4M7cPcY4dO6ZPPvlEW7Zs0a5du3Tp0iW777taiHP8+HHFx8dbXnt5eemmm24q8bECAAAAAAD35bYhzu7duzVt2jT98MMPysvLkyQZhmH3vSaT6aptbdu2Tffff79VWUREhEJDQ0tmsAAAAAAAwO253Z44hmHojTfeUFhYmNasWaPc3FwZhiHDMGQymWy+HHH33XerZs2alnYk6bPPPivN2wAAAAAAAG7GrUKcnJwcDR48WJMmTVJ2drZNcCPJEsQUNCvHHi8vLz388MOSLs/aMQxDX3zxRancAwAAAAAAcE9uFeI89NBD+uGHH6zCG+l/wU1oaKj69eunvn37Frrtu+66y+r1yZMnFRUVVSLjBgAAAAAAcJsQ57333tMXX3xhE97Url1b//nPf3T27FlFRERo3bp1mjZtWqHbb926tRo0aGBV9uuvv5bI2AEAAAAAANwixElOTtbUqVNtZt7ce++9OnjwoJ555hlVq1at2P306dPHMstHkrZu3VrsNgEAAAAAACQ3OZ1q7ty5OnfunGW/GpPJpDFjxmjx4sUl2k+7du0s3xuGoYMHD5Zo+wAAAAAAwH25xUycb7/91up148aNtWDBghLvp23btlavDx8+XOJ9AAAAAAAA9+TyIc7p06e1Z88eq1k4r732mry8Sn4SUu3ata1eX7p0SYmJiSXeDwAAAAAAcD8uH+Ls27fP6rW3t7cGDRpUKn1VqlTJpiwlJaVU+gIAAAAAAO7F5UOcs2fPWr1u3LixKlSoUCp9BQQE2JSlpqaWSl8AAAAAAMC9uHyIEx8fb/neZDKpRo0apdbXpUuXbMpyc3NLrT8AAAAAAOA+XD7EMQzD6nVWVlap9ZWUlGRT5u/vX2r9AQAAAAAA9+HyIU7+JU6GYZTqRsNHjhyxKSvNmT8AAAAAAMB9uHyIExISYvX66NGjSktLK5W+tm7davW6UqVKdjc7BgAAAAAAKCyXD3FatGhh9To3N1cbNmwolb6+/fZby/cmk0k33XRTqfQDAAAAAADcj8uHOA0bNlRwcLBV2Zw5c0q8n02bNmnPnj0ymUyWfXh69+5d4v0AAAAAAAD35PIhjiQNHTpUhmFYApbffvtNK1euLLH2MzIy9MQTT9iUDxs2rMT6AAAAAAAA7s0tQpxHH33U8r05yBk7dqz27t1b7Lbz8vI0duxYHTx40NK2yWTSLbfcoqZNmxa7fQAAAAAAAMlNQpzWrVtbZuNIl4OclJQU9ejRQ0uXLi1yuwkJCRowYICWLl0qk8lkdW3q1KnFGjMAAAAAAEB+bhHiSJf3wQkMDLS8NplMSktL06hRo9StWzctXbpU6enpDrV19OhRTZkyRY0bN9b69est4ZB5Fs59992nHj16lMp9AAAAAAAA9+RV1gO4XurWravPPvvMZkaOYRjasWOHduzYIR8fH4WGhiooKMim/qRJk3T06FHt3btXhw4dkiSrdsyaNm2q999//zrcEQAAAAAAcCduE+JI0qBBg/TRRx9p/Pjxys3NlSSr06QyMzO1f/9+SyiTf4bNG2+8YVVmrmtmGIZCQkL0448/KiAg4LrcDwAAAAAAcB9us5zKbMyYMdq0aZPq1KljNZPG/CVZBzVmhmHYvD//tY4dO2rbtm0KCQm5DncBAAAAAADcjduFOJLUtWtX7d27V+PGjZO3t7fN7JprfZkZhqHy5cvrtdde07Zt21SrVq2yuB0AAAAAAOAG3DLEkaRKlSpp4cKFOn78uF566SXVq1fPMtvGka969epp8uTJOnr0qCZPniwvL7damQYAAAAAAK4zt08eatasqTfeeENvvPGGTp8+rc2bN+vAgQM6d+6czp07p+TkZHl6eiogIEB169ZVixYtFBYWphYtWpT10AEAAAAAgBtx+xAnv9q1a+vee+8t62EAAAAAAADYcNvlVAAAAAAAAM6EEAcAAAAAAMAJEOIAAAAAAAA4AUIcAAAAAAAAJ0CIcxXJyck6c+aMLl68WNZDAQAAAAAAbo7TqSTFxcXpp59+0h9//KGdO3fq2LFjSklJkWEYlvd4eXmpcuXKatmypTp37qybb75Z/fv3l6+vbxmOHAAAAAAAuAu3DnHWr1+vDz/8UN9//71ycnIkySq4yS87O1vx8fFKSEjQpk2bJEmBgYG6//77NWHCBDVr1qxIY4iOjtaff/6p8PBwy9f58+dt3rdx40b16tWrSH0AAAAAAADn55YhzqlTpzRhwgStXbtWkm1wYzKZCqyb/70XLlzQe++9pw8++ED/93//p9dee03lypUrsK6jgQ0AAAAAAMCV3C7E+eabbzR+/HilpaVZApmrhTZXuvK9hmEoJydHM2fO1MqVK/Xdd98VOCunffv2Sk5OLvrgAQAAAACA23KrjY0XLlyoUaNGKTU1VYZhyGQyWYUyhmE4/GVmbsMwDB0+fFjdunXTvn37yuL2AAAAAACAC3ObmTjr16/XhAkTlJeXZ3c2TY0aNTRs2DB17NhRbdu2Vc2aNVWxYkWVL19eqampSklJUXR0tPbu3astW7bohx9+UEZGhqUt83+eP39eAwYM0F9//aVq1apd9/sEAAAAAACuyS1CnPT0dD344IM2AY5hGGratKneeustDRw4UB4e9icmVapUSZUqVVJISIhuueUWPfXUU0pJSdGCBQs0Y8YMpaSkWLV75swZPf744/rmm2+uObaQkBB16NBBHTt2VIcOHVS1alV17Nix+DcNAAAAAABciluEOHPnztWZM2csQYt5OdTEiRM1c+ZMeXkV/sdQsWJFPffcc3rggQc0bNgwbdu2zWpp1YoVKxQeHq4OHTpY6oSEhKhx48bq0KGDJbipWrWqVbvHjx8v+o0CAAAAAACX5RYhzoIFC6wCHJPJpFdeeUXTp08vdtvVq1fXL7/8ottuu01bt261mpGzYMECzZ8/3/KavXIAAAAAAEBRufzGxgcPHtTJkycl/S/A6dy5s6ZNm1Ziffj6+uqzzz5ThQoVJMkyG8d8hDkAAAAAAEBxuXyIs2fPHpuyf/3rX4U6VtwR9evX1/333291clVsbKySkpJKtB8AAAAAAOCeXD7EiY2NtXpdoUIF9e/fv1T6uvvuu6/ZPwAAAAAAQFG4fIiTlZVl9bp+/fpF2sjYEaGhodfsHwAAAAAAoChcPsQx71MjXd6r5srToEqSvbbz9w8AAAAAAFBULh/i1KtXz/K9YRhKTEwstb6ubNtkMqlu3bql1h8AAAAAAHAfLh/itGvXzur18ePHlZOTUyp9RUVFWb1u0qSJypcvXyp9AQAAAAAA91I6m8PcQOrVq6eWLVvq4MGDkqS0tDT99NNPuuOOO0q8r2XLlkn631HmAwYMKPE+ytr27duLVX///v0lNBIAAAAAANyLy4c4kjRhwgQ98cQTlmPF33jjDQ0YMKBEjxk/efKkPvvsM5lMJkuI8+ijj5ZY+zeKrl27lvUQAAAAAABwSy6/nEqSHn74YTVr1kzS5VkyO3bs0GuvvVZi7WdkZOiBBx5QWlqapMt74YwfP97uaVUAAAAAAABF4RYzcXx8fPTll1/qlltuUVpamgzD0IwZM3Tx4kX9+9//lqenZ5HbTkxM1LBhw/T7779bZuG0a9dO77zzTgneAQAAAErS2bNntWfPHkVFRSkqKkonT55UXl6eRo8erZEjR9qtM2jQIIfanjhxovr06WN5/euvv2rOnDlXrfPaa6+pQ4cODo8/KytLB/fvV1bMGc2eOVMnT5zUxYsXFRwcrAULFhRYzzAMhYeHW+778OHDSklJkYeHh7777rtr9nvgwAGtWbNGhw4dUnJysnx8fFS3bl316NFDAwcOlJeX/T8vjh07phUrVujAgQNKSUlRxYoV1bZtW40cOVK1a9d2+L4BwN25RYgjXd7g+Pvvv9edd96p8+fPyzAMzZo1S+vWrdNbb71V6OVVaWlpWrRokaZNm6bk5GQZhiFJ6tChg3744Qf5+/uX1q0AAACgmFavXq3Vq1cXqk7z5s0LvJaWlqaYmBhJsswAv1JgYKBq1apl91qFChUKNZZTp05p7qzZhaojSRcvXtTUqVMLXU+SvvvuOy1atEiS5O/vr/r16ys1NdUSCG3ZskWvv/66fH19rept2rRJc+fOVU5OjgICAtSgQQMlJCRo48aN2rZtmyZPnqw2bdoUaUwA4G7cJsSRpB49eig8PFxjx47Vpk2bZBiGDh48qMGDB6tGjRoaPny4OnXqpDZt2ig4OFgVK1aUr6+v0tLSlJKSoujoaO3Zs0dbtmzR999/r4yMDEt44+npqccff1z//ve/bf7hciXbtm0rVv39+/e75F5BAADAuVSsWFGdOnVSaGiomjRpop9//vmav+fMnDmzwGtLlixRTEyMQkNDC5xZ0rFjR02cOLE4w7bw8vJS06ZNLePPzc3V3Llzr1nPZDKpYcOGCg0NVWhoqCpXruxQqHP27Fl9/PHHkqTRo0dr+PDhllk3hw4d0vTp0xUVFaWVK1dq1KhRlnqxsbGaN2+ecnJyNGTIED344IPy8vKSYRj69ttvtXjxYv373//WwoUL+RAUABzgFiFOQculzMufDMNQXFyc/vvf/zrcpjm8Mc/eycvL07vvvqt33323SGM0mUyldvR5SQoLCyvrIQAAABTblUumtmzZUuS2DMPQpk2bJEm33nprcYblsJCQEKvl+46eAOrn52cV9sTHxztU76+//lJubq4aNWpk87Nr1qyZRo4cqYULFyo8PNwqxFm7dq2ys7MVEhKisWPHysPj8pacJpNJQ4cO1d69exUeHq41a9bonnvucWgsAODO3GJjY3NQk//LXG4ymSxf9t5X0Je5TkHtF+ULAAAAzufvv/9WfHy8vLy81LNnz7IeTqnIzMyUJNWsWdPu9eDgYElSbm6uVfnBgwclXf4g0Bzg5Gc++XTr1q0lNlYAcGVuMRNHks1+N/mDHPP1wh45nj94Kc5x5QQ4AAAAzss8C+emm25SxYoVC3xfdHS03n77bV24cEHly5dXo0aN1KtXL0sAciNr0KCBJOnIkSPKycmx2cDYHNY0adLEqtx8emuVKlXstmsuP3HihDIyMlx6WwIAKAluMRPHnvwzcIoawBS3PgAAAJxbdna2ZRbJtZZSHTt2TJs3b9a+ffu0c+dOffnll3rsscf0zTffXI+hFkubNm3Utm1bnT17Vv/+97917NgxZWVl6dy5c1q1apVWrVqloKAgm6VW5n1uzp07Z7fd/OWnT58uvRsAABfhNjNxmO0CAACAkvbHH38oPT1d/v7+6ty5s933+Pv7a9CgQerRo4dq1aolPz8/xcTE6Ntvv9XGjRu1ZMkS+fn5aeDAgdd59IUzefJkffHFF1q/fr2efvppq2v/+Mc/dN9996lq1apW5U2aNNGRI0e0Y8cO3XfffTYffubfTNo8awcAUDC3mImTl5d3w39duX4YAAAAN76NGzdKkrp16yYfHx+77+nSpYseeeQRNW/eXIGBgfL29lbDhg317LPPasiQIZKkzz//XJcuXbpu4y6KtLQ0JSYmWpY9NWzYUEFBQZKknTt36vfff7ep079/f5lMJp04cUIffvih5SAPwzD0zTffKDw83PLerKys63MjAODE3GYmDgAAAFCSUlNTLSFE7969i9TGqFGjtHbtWqWnp2vfvn26+eabS3KIJSY5OVn/93//p8TERN177726++67Lfvi7N+/XzNnztSiRYuUl5enoUOHWuo1bNhQ48aN00cffaS1a9dqw4YNCg4OVnx8vNLT09WhQwcdPnxYKSkp7IcDAA5wi5k4AAAAQEnbsmWLcnJyVL16dbVo0aJIbfj5+SkkJESSFBsbW5LDK1HLli1TYmKiOnTooFGjRlltbNy6dWuNHz9ekvT111/bzKgZMmSIZsyYoU6dOsnb21sxMTGqVKmSxowZo5deekmpqamSpMqVK1+/GwIAJ8VMHAAAAKAIzEupbr311mIddGEORG7k5fXm06fatm1r97q5/OLFi4qNjVX9+vWtrrdp00Zt2rSxqRcZGSnDMOTr66vatWuX7KABwAUxEwcAAAAopDNnzujQoUOSrn0q1dXk5eXp1KlTkmSzKfCNpDD79WRnZzv8XvM+Oh07duTEVwBwACEOAAAAUEjmWTihoaHFmkHy888/Kz09XR4eHmrdunVJDa/E1apVS5K0d+9eu9f37NkjSTKZTAoODnaozfj4eK1bt06SbviTuQDgRkGIU0pu5OmwAAAAKJ5NmzZJuvYsnIsXL+rtt99WVFSUVXleXp5++uknLVy4UJJ02223qUqVKlbviYyM1Lhx4zRu3LiSG3gR9erVS5IUHh6uL7/80nLKlHR5Y+NFixZJkjp16qQKFSpY1f3ll18UHx9vVXbo0CFNmjRJGRkZ6tu3r1q2bFm6NwAALsIt9sTZunWrunfvft36O3HihO655x5t3779uvUJAAAAx0VERGj69OmW1xkZGZIub+D73XffWcrnzZtns8zp0KFDOnPmjLy8vNSzZ8+r9mMYhjZv3qzNmzfL399fNWrUkKenp2JjY5Weni5J6tChg2Vj4PyysrJswo/8nn76aSUkJEj63weIcXFxGjVqlOU9w4cP1/Dhw63qzZgxw7LHjWEYki6HSvnr3XLLLXr00Uctr7t3767w8HD9+uuv+uqrr/Ttt98qODhYycnJOnfunCSpRo0amjBhgs04V69erblz5yooKEhVqlTRhQsXLOPu1q2b/vnPfxZ4jwAAa24R4vTu3VvTp0/Xiy++WOp9rVmzRmPGjFFycnKp9wUAAICiycnJsZyKlF9mZqYyMzMtr/Py8mzeY15KddNNN6lixYpX7adcuXJ66KGHFBERoRMnTiguLk5ZWVkKCAhQixYt1Lt3b3Xr1q1I+8GkpaXZ3INhGFZl+e/FLD093e695y+7cg8ck8mkiRMnqlOnTlq/fr2OHDmiEydOyNvbWw0bNlSXLl00ePBg+fv727Q7cOBAbdmyRSdPnlR0dLT8/f3VoUMH3XbbberatWuh7xsA3JnJMMfvLszDw0Mmk0n9+/fXkiVLFBQUVOJ95Obm6oUXXtCcOXNkGIZMJlORllQdP35cDRo0sCnfuHGjZRqrM9u+fbvNP9bbtm1TWFhYGY0IAAAAAADn4FZ74vz4449q3759iS9zOnnypLp3724JcApy/PhxmUymq37ZC3Ck/x1debUv89psAAAAAADgetwqxDEMQzExMerVq5feeeedEmlzzZo1uummm/THH39YZuAAAAAAAACUNLcKccwzVrKzs/Xiiy9q0KBBOn/+fJHays3N1XPPPac777xTSUlJNgHOtdZHAwAAAAAAFIZbhDijRo2yWuZkMplkGIbWrl2r9u3ba+fOnYVqLyYmRj169NDs2bMt4Y05wDEMQzfddJPCw8NL9B4AAAAAAIB7c4vTqT7//HP17NlTEydOtOzQbw5yTp48qZ49e+rNN9/Us88+e822vv/+ez344IM6f/68zewbwzD0z3/+U7NmzZKPj49N3eDg4FI9drxFixal1jYAAAAAAChbbnE6ldnevXs1YsQIHTlyxCZ8MZlMGjRokD755BNVqlTJpm5ubq5efPFFy+wbSVazbypWrKhFixbprrvuui734qw4nQoAAAAAgKJxi+VUZm3bttXu3bt19913211eZd6keNeuXVb1HFk+tXv3bgIcAAAAAABQatxiOVV+FSpU0Ndff62ePXvq//7v/5SVlSXpf0HO8ePH1aNHD7311lt6+umntWbNGj300EMFLp+aMGGCZs+ebXf5FGylp6fblO3fv78MRgIAAAAAcFetWrVSQEBAWQ+j0NxqOdWVdu/erREjRig6Otru8qo2bdpo3759BS6fWrhwoUaMGFEmY3dWCxYs0KOPPlrWwwAAAAAAuDFn3dbDrZZTXemmm27SX3/9pWHDhtldXrV37167y6fat2+v8PBwAhwAAAAAAHDduHWII0kVK1bU8uXLNXv2bHl7e1vKzaFN/vDGvHxq+/btatSoUZmM19kdPXq0rIcAAAAAAIBTcvsQx+zJJ5/UkCFDLDNy8u9/Y/7+2Wef1fvvv8/+NwAAAAAA4Lpzu42N7YmLi9M999yjLVu2WJZS5d8jx1w2b948BQUF6ZVXXinD0Tq3bt262ZTNnTtXnTp1KoPRAIDz2r9/v80eY/Pnz1fr1q3LaEQA4Lx4pgLup1WrVmU9hCJx+xDn119/1X333aeEhAS7GxjnX1aVk5OjSZMmafPmzfr8889VtWrVMhu3s6pWrZpNWadOnZxyQykAuNG0bt2a5ykAlBCeqQBuRG67nMowDL322mvq37+/4uPjrTYwNp8+lX95lfS/GTnr169Xu3bttGXLljK8AwAAAAAA4E7cMsSJj49X3759NX36dOXm5tqcPtWhQwft3r1bq1at0scff6zy5ctb6pqDnNjYWPXp00dvvPFGWd0GAAAAAABwI24X4mzatEnt2rXTxo0bbfa+MQxD//znP/X777+rQYMGkqQxY8bojz/+ULNmzayWW+VfXnX77bcrMTGxTO4HAAAAAAC4B7cKcWbMmKG+ffsqLi7O5vSpChUqaOnSpXrvvfdsTp9q0aKFdu3apfvvv9/u8qqff/5Z7du319atW6/r/QAAAAAAAPfhFiFOYmKi+vXrpylTpthdPtW2bVuFh4drxIgRBbbh5+enTz/9VIsWLZKvr6+l3BzknD59Wr1799abb75Z6vcDAAAAAADcj1uEOO3atdMvv/xid/nU+PHjtWPHDjVu3NihtsaOHaudO3cqNDTU7vKqV199leVVAAAAAACgxLlFiBMbGyvJ+uhwPz8/ff7555o/f77KlStXqPZatWql8PBw3XfffXaXV/30009q3759yd0AAAAAAABwe24R4uRnGIZatmypP//8U6NGjSpyO35+flqyZIkWLFhgs7xK+l9wBAAAAAAAUBLcKsQxDEMPPvig/vjjDzVt2rRE2nz44Ye1fft2NWnSxGpWDgAAAAAAQElymxDH19dXixcv1uLFi1W+fPkSbbtNmzYKDw/XvffeS5ADAAAAAABKhVuEOM2aNdOuXbv04IMPllof/v7++uKLL/TBBx9YLa8CAAAAAAAoCW4R4uzatUstWrS4Ln09+uij2r59u8OnXQEAAAAAADjCLUIcf3//69pf27ZtFR4efl37BAAAAAAArs0tQpyyUKFChbIeAgAAAAAAcCGEOAAAAAAAAE7AZHCcEgAAAAAAwA3Pq6wHUBwnT560eh0cHCxvb+8yGcuxY8c0Y8YMy2uTyaSPPvqoTMYCAAAAAABcj1PPxPHw8JDJZLK83r59uzp37uxw/c2bN1u9vummm4q8l83OnTsVFhYmk8kkwzBkMpmUm5tbpLYAAAAAAACu5NQzcczMoUlh9erVq1ghEAAAAAAAwPXCxsa6HAIBAAAAAADcyAhxAAAAAAAAnAAhDgAAAAAAgBMgxAEAAAAAAHAChDgAAAAAAABOgBAHAAAAAADACRDiAAAAAAAAOAFCHAAAAAAAACdAiAMAAAAAAOAECHEAAAAAAACcACEOAAAAAACAEyDEAQAAAAAAcAKEOAAAAAAAAE6AEAcAAAAAAMAJEOIAAAAAAAA4AUIcAAAAAAAAJ0CIAwAAAAAA4AS8ynoAJclkMpVpfVzbwYMHdeDAAcXGxiotLU2+vr6qVq2amjdvrvbt28vb27ushwgAN7SEhAT99ddfOnLkiFJSUmQYhgIDA9W4cWO1b99e1apVu25jyc7O1u7du3Xo0CElJCQoIyNDFSpUUK1atdS6dWs1b978uo0FwI3v4sWLioiI0OHDh5WUlKTk5GR5e3urcuXKqly5slq0aKGmTZte19/JeaYCcDYmwzCMsh5EUXl4eMhkMsl8C4V94F9568X9B8MwDMt4TCaTcnNzi9Weq4iJidG7776rL774QrGxsQW+LyAgQIMGDdLEiRPVqVOn6zhCALAvOjpaf/75p8LDwy1f58+ft3nfxo0b1atXr1IbR3Z2tj7//HPNnz9ff/zxh82/X2Ymk0mdO3fWY489pvvuu6/UgvFdu3Zpzpw5WrNmjVJTUwt8X61atXTffffpySefVN26dUtlLABuXPHx8dq4caM2bNig3377TYcPH1ZeXt5V61SuXFk9evTQww8/rDvuuEMeHiW/cIBnKgBn5lIhzo2AEOd/8vLy9NZbb2n69Om6dOlSoeref//9evfddxUYGFhKowMAa44GNvaUZoizbds2jRs3TocOHSpUvebNm2vRokXq2rVriY0lOTlZTz75pJYsWVKoeuXLl9fkyZP14osvMusVcHHx8fFavny5li1bps2bN18ztLma+vXra968eRo0aFCJjY9nKgBn51IhDjNxbhwZGRkaMWKEvv/++yK3ERoaqp9++kn169cvuYEBQAEqVaqk5OTkItUtrRDn448/1qOPPqrs7Owi1ff29taCBQv04IMPFnss0dHR6tevnw4fPlzkNgYNGqRly5apXLlyxR4PgBvTww8/rI8++qhE23zwwQf14YcfFvvZwTMVgCtwiT1xihq+lHRyTRJ+WW5uru666y798MMPdq97e3urRYsWqlq1qlJTU3Xw4EGlpaXZvC8qKkq9e/fWtm3bVLNmzdIeNgDcUL766iuNGzeuwNmmISEhatCggQzDUHR0tGJiYmzek52drXHjxsnX11f33HNPkccSFxen3r176/jx43avBwQEqEWLFqpQoYISEhIUERFh94+kNWvW6K677tJ3331XKkskADiHSpUqqUaNGqpevbqky/vSREVFFThr55NPPtG5c+e0YsWKIi9p4pkKwGUYTsxkMt2wXx4eHmX94ykzkyZNMiTZfFWqVMmYNWuWceHCBav3Z2VlGcuXLzdCQ0Pt1rv11luN3NzcMrobAO4iMDDQ7jPIka+NGzeW6Fj2799vlC9f3m5f9957r/H333/b1Dlw4IBx77332q3j5+dnHDhwoEhjyc3NNXr16mW33dDQUGPFihVGVlaWVZ3z588bs2bNKvBnOnny5CKNBcCNb9y4cXafQaNGjTIWLVpkREVF2a134cIF44svvjDatm1b4LN2/PjxRRoTz1QArsSpl1NNnTq1rIdwVVOmTCnrIVx3+/bt00033WSzlKxevXr69ddf1ahRowLrpqena/jw4frpp59srv33v//VhAkTSny8AGBmbzlVSEiIOnTooI4dO6pDhw6qWrWqOnbsaFO3JJdTGYahsLAw7dy506rcZDJpwYIFevjhh69af+HChXr00UdtPm3u0qWLtm3bVuhZo//973/1+OOP25T3799fy5cvl7+/f4F1jx49qj59+ujEiRNW5V5eXtq9e7dat25dqLEAuPHlX0518803a/z48br77rsVEBDgUP3c3FxNmzZN06ZNs7lmMpm0devWQu1LwzMVgMspywQJrqdv3742nw74+/sbBw8edKh+enq60bJlS5s2qlSpYqSlpZXy6AG4s9atWxtDhw41ZsyYYaxbt85ISEiweU90dHSpz8T54osv7PYxdepUh9uYOnWq3Ta++uqrQo0lNTXVCAoKsmmnZcuWRnp6ukNtHDx40PDz87Npo1+/foUaCwDnMG7cOCMsLMz48ccfi9XOjBkz7D7HevXqVah2eKYCcDWEOCgx4eHhdv+B+/e//12odrZt22a3nVmzZpXSyAHAMdcjxGnTpo3dX/BzcnIcbiM7O9tuIN62bdtCjeU///mP3fvdvn17odp588037baze/fuQrUD4MZ36tSpEmknLy/PuPnmm22eGx4eHsbZs2cdbodnKgBXww5YKDHz58+3KQsKCtKTTz5ZqHbCwsLUr18/m/IFCxYUeWwA4Ay2b9+uffv22ZRPmjRJnp6eDrfj5eWlV1991aZ87969NksKrsbec7d///7q0qWLw21I0lNPPaWgoCCH2gfg3GrXrl0i7ZhMJr3wwgs25Xl5eXaX3tvDMxWAKyLEQYnIycnRsmXLbMpHjx4tPz+/Qrc3fvx4m7JDhw7pr7/+KtL4AMAZfPXVVzZlVapU0bBhwwrd1vDhw+3+kv/ll186VH/37t2KjIy0KX/kkUcKPRY/Pz+NGjXKpvybb76x2UMNAMxuu+02u+VX7glTEJ6pAFwRIQ5KxM6dO3X+/Hmb8uHDhxepvTvuuEPly5e3KV+3bl2R2gMAZ2DvGTd48OAiHanr7e2twYMHO9SHo2MpX768br/99kKPRZLuuusum7KkpKRCfYoNwL1UqFBBlStXtimPi4tzqD7PVACuiBAHJWLDhg02ZX5+fgoLCytSe76+vnZPHrDXDwC4gpiYGB05csSmvE+fPkVu017dw4cP69SpU9esa+95261bN/n6+hZpLGFhYXbDeZ7rAK7Gx8fHpsyRpVA8UwG4KkIclIg///zTpqxdu3ZF+qTDrHPnzjZl4eHhRW4PAG5k9p6jkv1noaMKquvIs3T37t0lOhYfHx+1a9euSGMB4J7S09OVkJBgUx4cHHzNujxTAbgqQhyUiL1799qUtW7dulht2qt/4cIFnTx5sljtAsCNyN5ztHz58mrcuHGR22zSpIndT3nt9ZXf8ePHdeHCBZvy0niuX2ssANzX5s2blZeXZ1PeqFGja9blmQrAVRHioNiys7MVExNjU16cfySvVv/o0aPFahcAbkT2nm0NGzaUyWQqcpsmk0kNGzZ0qC9HrpfGc/3kyZPKyckpVrsAXNPHH39sU+bt7V3ghsf58UwF4KoIcVBsMTExdj8lKe4RkwXVP378eLHaBYAbkb3TVkriqF57bVzrOVrQyS+l8VzPzc21+0EAAPe2f/9+rVy50qa8T58+CgwMvGZ9nqkAXBUhDootPj7ebnmNGjWK1W5B9e2tjQYAZ2fvWVrc52hBbVzrOWpvLCaTSdWrVy/xsTgyHgDuJS8vT4899pjd47Kfe+45h9rgmQrAVRHioNiSkpLsljvyKcnVeHp6ys/Pz6b83LlzxWoXAG5E9p6lxX2OSlLFihVtyq71HLU3Fn9/f4dOhCnsWBwZDwD38sYbb2jbtm025QMHDnT4dCmeqQBcFSEOii0tLc1ueYUKFYrdtr020tPTi90uANxo7D1Ly+o5ej3H4sh4ALiP9evXa8qUKTblgYGBev/99x1uh2cqAFdFiINiy87Otlvu5eVV7LbtHVGelZVV7HYB4EZj71laVs/R6zkWR8YDwD1ERETo7rvvtrvX4vz58xUSEuJwWzxTAbgqQhwUm731ypKKPUW0oDbYcR+AK7L3LC2r5+j1HIsj4wHg+mJjY3X77bfbPYp74sSJGjlyZKHa45kKwFUR4qDYCvokoST+AbHXRkGfOgCAM7P3LC2r5+j1HIsj4wHg2hITE9W3b1+7pzgNGzZM77zzTqHb5JkKwFUR4qDYypUrZ7e8oGVWhWFvOmhB/QGAM7P3bCur5+j1HIsj4wHgupKTk9WvXz8dPHjQ5lr//v311VdfFWnWCs9UAK6KEAfFFhAQYLc8JSWl2G2npqbalBW0Ez8AODN7z9Kyeo5ez7E4Mh4Arik1NVX9+vXT7t27ba7deuutWrlypXx8fIrUNs9UAK6KEAfFVqVKFbvl9tY0F0ZmZqYyMzMd7g8AnJm9Z1txn6PS5U+5HenrWtczMjLsPpOLOxZHxgPA9aSnp2vAgAHauXOnzbXu3btrzZo1Kl++fJHb55kKwFUR4qDYatasabf87NmzxWr3zJkzheoPAJyZvWdbcZ+jkv1n6bWeozzXAZSmixcv6o477tDWrVttrnXp0kVr166Vv79/sfrgmQrAVRHioNhq1apld+3tyZMni9VuTEyM3fIGDRoUq10AuBHZe7YV9zkq2X+WXus5WtD10niu+/r68gcH4EYuXbqkQYMG6bfffrO51rFjR/34448FLtUvDJ6pAFwVIQ6KzWQyqVGjRjblUVFRxWq3oPqNGzcuVrsAcCNq0qSJTdnx48cL3LjSEVlZWXZPe7HXlyPXS+O53rhxY5lMpmK1C8A5ZGRkaMiQIdqwYYPNtfbt2+vnn39WYGBgifTFMxWAqyLEQYlo3769TdmePXuK1aa9+nXq1FHVqlWL1S4A3IjsPUdzc3N14MCBIre5f/9+5ebm2pS3a9fuqvWqVaum2rVr25SXxnP9WmMB4BoyMzM1dOhQrV+/3uZamzZttH79elWuXLnE+uOZCsBVEeKgRNx88802ZQcPHizWzvvbt293qB8AcAUdO3aUh4ftP8v2noWOslfX09NTHTp0uGZde8/b4owlOTlZERERDvUDwLVkZWVp2LBh+vHHH22utWzZUr/88kuJb8bLMxWAqyLEQYn4xz/+YVOWm5urX375pUjtJSQk6K+//nKoHwBwBZUqVVLHjh1tyn/66acit2mvbseOHVWpUqVr1rX3vN29e7cSExOLNJZffvnF7ifYPNcB15adna0RI0Zo7dq1NteaN2+uDRs2qFq1aiXeL89UAK6KEAclonnz5nb3xVm6dGmR2lu2bJny8vKsykwmk+64444itQcAzmDQoEE2ZT///HORjsU9f/68fv75Z5vywYMHO1R/4MCBNvsq5OXladmyZYUei2T/34MmTZqoWbNmRWoPwI0vJydHI0eO1OrVq22uNW3aVBs2bFD16tVLrX+eqQBcESEOSszo0aNtylatWqXTp08Xqh3DMPT+++/blPfq1Ut169Yt8vgA4EZ333332fySn5mZqQULFhS6rYULF9ps4GkymTRq1CiH6tetW1c9e/a0KX///fdlGEahxnLq1Cl9++23NuX2/t0A4Bpyc3M1atQorVq1yuZakyZNtGHDhlI/RYlnKgBXRIiDEvPII4/Ix8fHqiw7O1uvvvpqodr59NNPdfDgQZvyJ554oljjA4AbXYMGDTRgwACb8pkzZyopKcnhds6dO6e33nrLpnzgwIGqX7++w+3Ye+7+/fff+uyzzxxuQ5JeffVVZWdnW5WVK1dO48ePL1Q7AJxDXl6eHnjgAbuzTBo1aqQNGzaoVq1apT4OnqkAXBEhDkpMrVq1NHbsWJvyTz75xOGpoocPH9bEiRNtylu1aqU777yzmCMEgBufveD73Llzeuihh2yWmdqTl5enhx56yOYPFJPJpH/961+FGsuwYcPUsmVLm/KJEyfqyJEjDrWxbNkyffrppzbl48aNU3BwcKHGA+DGZxiGxo0bpy+//NLmWoMGDbRx40bVqVPnuo2HZyoAV2MyCjt/D7iKxMRENW3a1OYfunLlyunjjz/WvffeW2DdPXv2aPDgwYqJibG5tmHDBt16660lPl4AKIzjx4+rQYMGNuUbN25Ur169SqyfMWPG2P1k9p577tFHH30kPz8/u/UuXryosWPH2t0rYcyYMfrkk08KPZYNGzaoT58+NuV169bV6tWrr3qc7ZdffqmHHnrIZglCUFCQoqKiSvw0GgBl74knnrC7LN7Pz0+LFy9WvXr1it1HuXLl7B4hXhCeqQBcigGUsFWrVhmS7H7179/fWLVqlREXF2fk5OQY58+fNzZt2mSMHz/e8Pb2tlvnmWeeKetbAuAGoqOjC3x2lcTXxo0bHR7L+fPnjQYNGthtJyQkxJg9e7YRERFhZGRkGBkZGcbBgweNWbNmGXXr1rVbp0GDBsb58+eL/LOZOHGi3Xa9vb2NRx55xPjtt9+MCxcuGDk5OcaZM2eMlStXGv369SvwZ/Htt98WeSwAbmz16tUr1WepJKNevXqFGhPPVACuhJk4KBVvvvmmXnnllWK3M3DgQK1cuVLe3t4lMCoAKFhBs2xKSmFn6xw4cEC9evXSuXPnitVvlSpVtGnTJrVq1arIbWRnZ2vo0KH64YcfijUW6fK/Dy+99FKx2wFwY6pfv75OnDhRqn3Uq1dPx48fL1QdnqkAXAV74qBUvPzyy5o9e7Y8PT2L3Mbo0aO1fPlyAhwAbqlVq1bauHFjsYIl8/4TxfljQ5K8vb21YsUK3XfffUVuw8vLS3PmzOGPDQBlgmcqAFdBiINSM3HiRP3+++/q0KFDoeoFBwdryZIlWrJkicqVK1dKowOAG1/r1q0VHh6uxx57rFChuKenpyZMmKDdu3erdevWJTKWcuXK6fPPP9eSJUsKvXlmhw4dtHXrVj399NMlMhYAKAqeqQBcAcupcF388ssv+vzzz/XLL7/o9OnTNtcrVaqkHj166K677tLIkSMJbwBcd5mZmfrrr79Krf0WLVqoYsWKRa5/8uRJffTRR/rhhx+0d+9e5eTkWF338vJS27Ztdccdd2jcuHEKCQkp7pALlJmZqaVLl2r58uXasmWLLly4YPOeOnXq6B//+Ifuu+8+/eMf/yi1sQBAUfBMBeCsCHFw3V24cEGxsbFKT0+Xr6+vqlatypGIAFAI2dnZOnnypJKTkyVJgYGBCgkJKbPlp2fOnFFiYqIyMjLk7++v2rVrKzAwsEzGAgCFxTMVgDMhxAEAAAAAAHAC7IkDAAAAAADgBAhxAAAAAAAAnAAhDgAAAAAAgBMgxAEAAAAAAHAChDgAAAAAAABOgBAHAAAAAADACRDiAAAAAAAAOAFCHAAAAAAAACdAiAMAAAAAAOAECHEAAAAAAACcACEOAAAAAACAEyDEAQAAAAAAcAKEOAAAAAAAAE6AEAcAAAAAAMAJEOIAAAAAAAA4AUIcAAAAAAAAJ0CIAwAAAAAA4AQIcQAAAAAAAJwAIQ4AAAAAAIATIMQBAAAAAABwAoQ4AAAAAAAAToAQBwAAAAAAwAkQ4gAAAAAAADgBQhwAAAAAAAAnQIgDAAAAAADgBAhxAAAAAAAAnAAhDgAAAAAAgBMgxAEAAAAAAHAChDgAAAAAAABOgBAHAAAAAADACRDiAAAAAAAAOAFCHAAAAAAAACdAiAMAAAAAAOAECHEAAAAAAACcACEOAAAAAACAEyDEAQAAAAAAcAKEOAAAAAAAAE6AEAcAAAAAAMAJEOIAAAAAAAA4AUIcAAAAAAAAJ0CIAwAAAAAA4AQIcQAAAAAAAJwAIQ4AAICbuXDhgry9vWUymSxfzzzzTFkPCwAAXAMhDgAAgJv54YcflJOTY1U2ZMiQMhoNAABwFCEOAACAm/n222+tXgcFBal79+5lMxgAAOAwQhwAAAA3kpmZqZ9++smqbODAgfLy8iqjEQEAAEcR4gAAALiRDRs2KDU11aqMpVQAADgHQhwAAAA3cuVSKl9fX/Xr169sBgMAAAqFEAcAAMBNGIahNWvWWJX94x//kL+/fxmNCAAAFAYhDgAAgJvYuXOnzpw5Y1XGUioAAJwHIQ4AAICb+O6776xee3h4aNCgQWU0GgAAUFgcQwAAAOCAmJgY/fXXX4qOjlZaWprKly+v4OBgde7cWY0aNSpUW3l5eTpw4ID27dun+Ph4ZWRkqFq1aqpbt6569OhRasubrgxxunTpoho1apRKXwAAoOQR4gAAALdlMplsygzDsHyfk5OjTz75RO+//7727NlTYDs33XSTXn75Zd11111X7S8hIUH/+c9/tGTJEsXGxtp9j6+vrwYMGKC33npLjRs3duxGHHD48GFFRERYlRW0lGrTpk269dZbS6zvK02ZMkWvvfZaqbUPAICrYjkVAACAHYcOHVLHjh01fvz4qwY4krR7926NGDFCI0aM0KVLl+y+5/PPP1fjxo311ltvFRjgSFJGRoZWrlypVq1aaf78+cW5BStXnkolSXfeeWeJtQ8AAEofIQ4AAMAV/vjjD4WFhWnv3r2Fqrd8+XINHjxYOTk5VuWTJk3S/fffr5SUFIfbyszM1IQJE7RgwYJCjaEgV4Y4zZo1U2hoaIm0DQAArg9CHAAAgHyio6N1xx136MKFC1blNWvWVMeOHXXrrbeqVatW8vT0tFv/l19+sVoq9Pbbb2vGjBlW7/Hw8FCTJk3UrVs3de/eXSEhIXbbMgxDTz75pCIjI4t1T/Hx8dqxY4dVGbNwAABwPuyJAwAAkM/o0aOVmJgoSfLy8tKjjz6qRx99VK1bt7Z63/nz57VgwQJNmzZNFy9etLr29ttv6+GHH9bJkyf18ssvW8rr1KmjSZMmadiwYapatapVnb///luvvPKKVq9ebVWelZWlJ554QuvXry/yPa1Zs0Z5eXlWZVc7Wvymm27S9u3bi9yf2RdffKH33nvPptzb27vYbQMA4I5MRv7d+wAAANyIvY2NzWrWrKm1a9eqffv2V21jy5Ytuu2225SRkWFV/sQTT+jnn39WVFSUJGnYsGH6/PPPVb58+au2989//lMffPCBTXlkZGSRlz8NGjRI33//veV1zZo1FRsbe9X7L67Nmzerb9++ysrKsipv3ry5tm/frsDAwFLrGwAAV8VyKgAAgCsEBATot99+u2aAI0k9evTQ888/b1P+3nvvWQKcQYMGadmyZdcMcCRp9uzZatiwoU35Z5995sDIbV28eFG//PKLVdngwYNLNcA5fPiwhg0bZhPgVK9eXT/88AMBDgAARUSIAwAAcIU5c+YUatbLU089VeAeOVWrVtXixYvl4eHYr13lypXT448/blO+ZcsWh8eT308//WQzS+hqS6mKKykpSXfccYfOnTtnVe7r66vvvvtODRo0KLW+AQBwdYQ4AAAA+dSrV09jxowpVJ2qVauqa9eudq9NmDDBZv+ba7EXsuzZs0dFWQV/5alUFSpUUJ8+fQrdjiOysrI0bNgwHT582KrcZDLp008/VZcuXUqlXwAA3AUhDgAAQD4PPPBAgbNqrubKjY/NHnrooUK31bBhQ1WoUMGqLCUlRXFxcYVqJzc3Vz/88INVWf/+/VWuXLlCj8kRjzzyiH777Teb8hkzZujuu+8ulT4BAHAnhDgAAAD59OjRo0j16tevb1NWq1atIi0fMplMdo8dT05OLlQ7W7ZssVnWVFpLqWbMmKFPP/3UpvzBBx/UK6+8Uip9AgDgbghxAAAA8mnevHmR6gUEBJRYWwW1V9gQ57vvvrN67eXlpTvuuKPIYyrIN998o8mTJ9uU33rrrVqwYEGJ9wcAgLsixAEAAMgnKCioSPV8fX1LrK2C2rtyg+JruTLE6dmzpypXrlzkMdmzY8cOjRkzxma/nqZNm2rFihXy9vYu0f4AAHBnhDgAAAD5+Pn53ZBtSSrUxsb79u1TdHS0VVlJL6U6fvy4hgwZYhMuVa1aVT/88EOJB0YAALg7QhwAAAAXdOUsHKlkQ5zk5GTdcccdio+PtyovV66cvv32WzVq1KjE+gIAAJcR4gAAALigK48Wb9eunerVq1cibefk5GjEiBE6ePCgzbXFixerW7duJdIPAACwRogDAADgYk6dOqXdu3dbld15550l1v7jjz+u9evX25RPmzZNo0aNKrF+AACANUIcAAAAF1OaS6neeecduydO3X///Zo0aVKJ9AEAAOwjxAEAAHAxVy6lqlevntq1a1ci7b744os25T169NCiRYuK3T4AALg6QhwAAAAXkpycrN9++82qrCRm4YSHh+u+++5TXl6eVXmTJk20atUq+fj4FLsPAABwdYQ4AAAALmTt2rXKzs62KituiHPq1CkNGjRIFy9etCoPCgrSDz/8oCpVqhSrfQAA4BhCHAAAABdy5VKqypUrq2fPnkVuLy0tTQMHDtSZM2esyn18fLRq1So1adKkyG0DAIDCIcQBAABwEVlZWfrxxx+tyu644w55eXkVqb3c3Fzdc8892rt3r821RYsWFSscAgAAhUeIAwAA4CI2bNiglJQUq7LiLKV65pln9MMPP9iUT548Wffff3+R2wUAAEVDiAMAAOAirjxavFy5curfv3+R2nrvvff07rvv2pTfe++9mjp1apHaBAAAxUOIAwAA4AIMw9Dq1autyvr06aMKFSoUuq1169Zp4sSJNuXdunXTxx9/XNQhAgCAYiraAmkAAADcUHbt2qXY2FirsqIupXrqqaeUm5trVRYQEKCXXnpJf/31V5HHaFanTh3VqVOn2O0AAOBuCHEAAABcwJVLqUwmkwYPHlyktq48olySUlNTNWjQoCK1d6UpU6botddeK5G2AABwJyynAgAAcAFXHi1+8803q2bNmmUzGAAAUCoIcQAAAJzckSNHdPDgQauyO++8s2wGAwAASg3LqQAAgNsyDKPE2nrwwQf14IMPllh7mzZtcvi9Vy6lkop3tDgAALgxEeIAAAA4uSuXUoWGhqpZs2ZFbu/48ePFGxAAACgVLKcCAABwYomJidq2bZtVGUupAABwTYQ4AAAATmzNmjXKy8uzKmMpFQAArokQBwAAwIlduZSqRo0a6tKlS9kMBgAAlCr2xAEAAHBi3bp1U/v27S2vmzdvLg8PPqcDAMAVmYySPJYBAAAAAAAApYKPaQAAAAAAAJwAIQ4AAAAAAIATIMQBAAAAAABwAoQ4AAAAAAAAToAQBwAAAAAAwAkQ4gAAAAAAADgBQhwAAAAAAAAnQIgDAAAAAADgBAhxAAAAAAAAnAAhDgAAAAAAgBMgxAEAAAAAAHAChDgAAAAAAABOgBAHAAAAAADACRDiAAAAAAAAOAFCHAAAAAAAACdAiAMAAAAAAOAECHEAAAAAAACcACEOAAAAAACAEyDEAQAAAAAAcAKEOAAAAAAAAE6AEAcAAAAAAMAJEOIAAAAAAAA4AUIcAAAAAAAAJ0CIAwAAAAAA4AQIcQAAAAAAAJwAIQ4AAAAAAIATIMQBAAAAAABwAoQ4AAAAAAAAToAQBwAAAAAAwAkQ4gAAAAAAADgBQhwAAAAAAAAnQIgDAAAAAADgBAhxAAAAAAAAnAAhDgAAAAAAgBMgxAEAAAAAAHAChDgAAAAAAABOgBAHAAAAAADACRDiAAAAAAAAOAFCHAAAAAAAACdAiAMAAAAAAOAECHEAAAAAAACcACEOAAAAAACAEyDEAQAAAAAAcAKEOAAAAAAAAE7g/wH+BI5fre1GpQAAAABJRU5ErkJggg==\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_compare_preds(0)  # index starts at 0"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Top-2 prediction"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x800 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_compare_preds(1)"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Top-3 prediction"
   ],
   "metadata": {
    "collapsed": false
   }
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x800 with 1 Axes>",
      "image/png": "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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "visualize_compare_preds(2)"
   ],
   "metadata": {
    "collapsed": false
   }
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "ms-main",
   "language": "python",
   "name": "ms-main"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
